{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting mnist\\train-images-idx3-ubyte.gz\n",
      "Extracting mnist\\train-labels-idx1-ubyte.gz\n",
      "Extracting mnist\\t10k-images-idx3-ubyte.gz\n",
      "Extracting mnist\\t10k-labels-idx1-ubyte.gz\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from tensorflow.examples.tutorials.mnist import input_data\n",
    "mnist = input_data.read_data_sets('mnist')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Model Inputs\n",
    "def model_inputs(real_dim, noise_dim):\n",
    "    inputs_real_ = tf.placeholder(tf.float32, shape=[None, real_dim], name='inputs_real')\n",
    "    inputs_z_ = tf.placeholder(tf.float32, shape=[None, noise_dim], name='inputs_z')\n",
    "    \n",
    "    return inputs_real_, inputs_z_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def leaky_relu(x, alpha):\n",
    "    return tf.maximum(alpha * x, x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generator Network\n",
    "def model_generator(z_input, out_dim, n_units=128, reuse=False, alpha=0.01):\n",
    "    # used to reuse variables, name scope\n",
    "    with tf.variable_scope('generator', reuse=reuse):\n",
    "        hidden_layer = tf.layers.dense(z_input, n_units, activation=None)\n",
    "        hidden_layer = leaky_relu(hidden_layer, alpha)\n",
    "        \n",
    "        logits = tf.layers.dense(hidden_layer, out_dim, activation=None)\n",
    "        outputs = tf.nn.tanh(logits)\n",
    "        \n",
    "        return outputs, logits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Discriminator Network\n",
    "def model_discriminator(input, n_units=128, reuse=False, alpha=0.01):\n",
    "    with tf.variable_scope('discriminator', reuse=reuse):\n",
    "        hidden_layer = tf.layers.dense(input, n_units, activation=None)\n",
    "        hidden_layer = leaky_relu(hidden_layer, alpha)\n",
    "        \n",
    "        logits = tf.layers.dense(hidden_layer, 1, activation=None)\n",
    "        outputs = tf.nn.sigmoid(logits)\n",
    "        \n",
    "        return outputs, logits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "input_size = 784\n",
    "z_dim = 100\n",
    "g_hidden_size = 128\n",
    "d_hidden_size = 128\n",
    "alpha = 0.01\n",
    "smooth = 0.1\n",
    "learning_rate = 0.001"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.reset_default_graph()  # If we don't have this, as we call this block over and over, the graph gets bigger and bigger\n",
    "\n",
    "graph = tf.Graph()\n",
    "with graph.as_default():\n",
    "    inputs_real, inputs_z = model_inputs(input_size, z_dim)\n",
    "    \n",
    "    g_outputs, g_logits = model_generator(inputs_z, input_size, n_units=g_hidden_size, reuse=False, alpha=alpha)\n",
    "    \n",
    "    d_outputs_real, d_logits_real = model_discriminator(inputs_real, n_units=d_hidden_size, reuse=False, alpha=alpha)\n",
    "    d_outputs_fake, d_logits_fake = model_discriminator(g_outputs, n_units=d_hidden_size, reuse=True, alpha=alpha)\n",
    "    \n",
    "    d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_logits_real) * (1-smooth)))\n",
    "    d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_logits_fake)))\n",
    "    \n",
    "    d_loss = d_loss_real + d_loss_fake\n",
    "    g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_logits_fake)))\n",
    "    \n",
    "    t_vars = tf.trainable_variables()\n",
    "    g_vars = [variable for variable in t_vars if 'generator' in variable.name]\n",
    "    d_vars = [variable for variable in t_vars if 'discriminator' in variable.name]\n",
    "    \n",
    "    # Affected Variables with var_list\n",
    "    d_optimizer = tf.train.AdamOptimizer(learning_rate=learning_rate).minimize(d_loss, var_list=d_vars)\n",
    "    g_optimizer = tf.train.AdamOptimizer(learning_rate=learning_rate).minimize(g_loss, var_list=g_vars)\n",
    "    \n",
    "    # Saving variables with var_list\n",
    "    saver = tf.train.Saver(var_list=g_vars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Hyperparameters# Hyper \n",
    "n_epochs = 256\n",
    "batch_size = 512\n",
    "save_path = './saves/model.ckpt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1 / 256 Complete. D_Loss : 0.3755921423435211, G_Loss : 3.4420111179351807\n",
      "Epoch 2 / 256 Complete. D_Loss : 0.6241457462310791, G_Loss : 1.372650146484375\n",
      "Epoch 3 / 256 Complete. D_Loss : 0.4006936550140381, G_Loss : 2.8167285919189453\n",
      "Epoch 4 / 256 Complete. D_Loss : 0.36470597982406616, G_Loss : 3.57810640335083\n",
      "Epoch 5 / 256 Complete. D_Loss : 0.3528003990650177, G_Loss : 3.9393811225891113\n",
      "Epoch 6 / 256 Complete. D_Loss : 0.346934974193573, G_Loss : 4.296825408935547\n",
      "Epoch 7 / 256 Complete. D_Loss : 0.3408134877681732, G_Loss : 4.671425819396973\n",
      "Epoch 8 / 256 Complete. D_Loss : 0.3435607850551605, G_Loss : 4.4240312576293945\n",
      "Epoch 9 / 256 Complete. D_Loss : 0.3418147563934326, G_Loss : 4.694554328918457\n",
      "Epoch 10 / 256 Complete. D_Loss : 0.3412039875984192, G_Loss : 4.546547889709473\n",
      "Epoch 11 / 256 Complete. D_Loss : 0.3464575707912445, G_Loss : 4.478977203369141\n",
      "Epoch 12 / 256 Complete. D_Loss : 0.42954444885253906, G_Loss : 2.546236753463745\n",
      "Epoch 13 / 256 Complete. D_Loss : 0.37931862473487854, G_Loss : 3.2449471950531006\n",
      "Epoch 14 / 256 Complete. D_Loss : 0.3612847626209259, G_Loss : 3.7165253162384033\n",
      "Epoch 15 / 256 Complete. D_Loss : 0.3534310758113861, G_Loss : 4.065586090087891\n",
      "Epoch 16 / 256 Complete. D_Loss : 0.3777862787246704, G_Loss : 3.4368302822113037\n",
      "Epoch 17 / 256 Complete. D_Loss : 0.3749159872531891, G_Loss : 3.458238124847412\n",
      "Epoch 18 / 256 Complete. D_Loss : 0.39805516600608826, G_Loss : 3.0971407890319824\n",
      "Epoch 19 / 256 Complete. D_Loss : 0.4004018008708954, G_Loss : 3.2394955158233643\n",
      "Epoch 20 / 256 Complete. D_Loss : 0.3891526460647583, G_Loss : 4.189852237701416\n",
      "Epoch 21 / 256 Complete. D_Loss : 0.3996995687484741, G_Loss : 3.637632369995117\n",
      "Epoch 22 / 256 Complete. D_Loss : 0.3944542706012726, G_Loss : 3.5850977897644043\n",
      "Epoch 23 / 256 Complete. D_Loss : 0.5096673965454102, G_Loss : 4.016051292419434\n",
      "Epoch 24 / 256 Complete. D_Loss : 0.5316850543022156, G_Loss : 4.972332954406738\n",
      "Epoch 25 / 256 Complete. D_Loss : 0.622207760810852, G_Loss : 2.9569108486175537\n",
      "Epoch 26 / 256 Complete. D_Loss : 0.5687615871429443, G_Loss : 3.251143217086792\n",
      "Epoch 27 / 256 Complete. D_Loss : 0.576110303401947, G_Loss : 4.034041404724121\n",
      "Epoch 28 / 256 Complete. D_Loss : 0.5033847093582153, G_Loss : 3.9562439918518066\n",
      "Epoch 29 / 256 Complete. D_Loss : 0.6803463697433472, G_Loss : 3.788069248199463\n",
      "Epoch 30 / 256 Complete. D_Loss : 0.7729076743125916, G_Loss : 2.932753324508667\n",
      "Epoch 31 / 256 Complete. D_Loss : 0.7155676484107971, G_Loss : 3.040468692779541\n",
      "Epoch 32 / 256 Complete. D_Loss : 0.6079185009002686, G_Loss : 3.630661964416504\n",
      "Epoch 33 / 256 Complete. D_Loss : 0.8493777513504028, G_Loss : 3.8213539123535156\n",
      "Epoch 34 / 256 Complete. D_Loss : 0.7645596265792847, G_Loss : 4.056035041809082\n",
      "Epoch 35 / 256 Complete. D_Loss : 1.4297857284545898, G_Loss : 2.1950409412384033\n",
      "Epoch 36 / 256 Complete. D_Loss : 0.5959462523460388, G_Loss : 3.412841796875\n",
      "Epoch 37 / 256 Complete. D_Loss : 0.9545914530754089, G_Loss : 2.9358983039855957\n",
      "Epoch 38 / 256 Complete. D_Loss : 1.5692939758300781, G_Loss : 1.9837231636047363\n",
      "Epoch 39 / 256 Complete. D_Loss : 0.9094657897949219, G_Loss : 2.614593744277954\n",
      "Epoch 40 / 256 Complete. D_Loss : 0.7428401708602905, G_Loss : 2.5203897953033447\n",
      "Epoch 41 / 256 Complete. D_Loss : 0.9893317222595215, G_Loss : 2.2808117866516113\n",
      "Epoch 42 / 256 Complete. D_Loss : 0.6209980845451355, G_Loss : 2.983006000518799\n",
      "Epoch 43 / 256 Complete. D_Loss : 0.70256108045578, G_Loss : 2.7535476684570312\n",
      "Epoch 44 / 256 Complete. D_Loss : 0.7435185313224792, G_Loss : 3.5600247383117676\n",
      "Epoch 45 / 256 Complete. D_Loss : 0.8845452070236206, G_Loss : 2.4817609786987305\n",
      "Epoch 46 / 256 Complete. D_Loss : 0.6864830255508423, G_Loss : 3.7906854152679443\n",
      "Epoch 47 / 256 Complete. D_Loss : 0.7919567227363586, G_Loss : 2.9632441997528076\n",
      "Epoch 48 / 256 Complete. D_Loss : 0.6684408187866211, G_Loss : 3.2086644172668457\n",
      "Epoch 49 / 256 Complete. D_Loss : 0.9744487404823303, G_Loss : 3.1174211502075195\n",
      "Epoch 50 / 256 Complete. D_Loss : 0.8524061441421509, G_Loss : 2.9475364685058594\n",
      "Epoch 51 / 256 Complete. D_Loss : 0.9390054941177368, G_Loss : 2.0671703815460205\n",
      "Epoch 52 / 256 Complete. D_Loss : 0.9443231821060181, G_Loss : 2.2478883266448975\n",
      "Epoch 53 / 256 Complete. D_Loss : 1.8431493043899536, G_Loss : 2.60125994682312\n",
      "Epoch 54 / 256 Complete. D_Loss : 0.7431133985519409, G_Loss : 3.2608041763305664\n",
      "Epoch 55 / 256 Complete. D_Loss : 0.8323174118995667, G_Loss : 2.9757332801818848\n",
      "Epoch 56 / 256 Complete. D_Loss : 0.8912791609764099, G_Loss : 2.282702922821045\n",
      "Epoch 57 / 256 Complete. D_Loss : 1.2985146045684814, G_Loss : 2.349517345428467\n",
      "Epoch 58 / 256 Complete. D_Loss : 0.9570183157920837, G_Loss : 2.624563694000244\n",
      "Epoch 59 / 256 Complete. D_Loss : 1.5010883808135986, G_Loss : 2.833003520965576\n",
      "Epoch 60 / 256 Complete. D_Loss : 0.6736772656440735, G_Loss : 3.156337261199951\n",
      "Epoch 61 / 256 Complete. D_Loss : 0.9179048538208008, G_Loss : 2.650068759918213\n",
      "Epoch 62 / 256 Complete. D_Loss : 0.899188220500946, G_Loss : 2.4086947441101074\n",
      "Epoch 63 / 256 Complete. D_Loss : 1.022181510925293, G_Loss : 2.8813018798828125\n",
      "Epoch 64 / 256 Complete. D_Loss : 0.9696952104568481, G_Loss : 2.4041481018066406\n",
      "Epoch 65 / 256 Complete. D_Loss : 1.110621690750122, G_Loss : 3.099783182144165\n",
      "Epoch 66 / 256 Complete. D_Loss : 1.007805347442627, G_Loss : 3.585888385772705\n",
      "Epoch 67 / 256 Complete. D_Loss : 1.3808016777038574, G_Loss : 3.8286783695220947\n",
      "Epoch 68 / 256 Complete. D_Loss : 1.5286664962768555, G_Loss : 2.0824787616729736\n",
      "Epoch 69 / 256 Complete. D_Loss : 0.779390811920166, G_Loss : 2.9946272373199463\n",
      "Epoch 70 / 256 Complete. D_Loss : 1.3285064697265625, G_Loss : 4.745589733123779\n",
      "Epoch 71 / 256 Complete. D_Loss : 0.8053919672966003, G_Loss : 3.6152446269989014\n",
      "Epoch 72 / 256 Complete. D_Loss : 1.1928989887237549, G_Loss : 2.9582157135009766\n",
      "Epoch 73 / 256 Complete. D_Loss : 1.169832468032837, G_Loss : 3.324855327606201\n",
      "Epoch 74 / 256 Complete. D_Loss : 1.1178572177886963, G_Loss : 2.4339561462402344\n",
      "Epoch 75 / 256 Complete. D_Loss : 0.7757461071014404, G_Loss : 3.481706142425537\n",
      "Epoch 76 / 256 Complete. D_Loss : 1.3634915351867676, G_Loss : 2.3925445079803467\n",
      "Epoch 77 / 256 Complete. D_Loss : 1.218770980834961, G_Loss : 1.7380309104919434\n",
      "Epoch 78 / 256 Complete. D_Loss : 0.7268649339675903, G_Loss : 2.928662061691284\n",
      "Epoch 79 / 256 Complete. D_Loss : 1.0214972496032715, G_Loss : 3.061980724334717\n",
      "Epoch 80 / 256 Complete. D_Loss : 1.0772935152053833, G_Loss : 2.250822067260742\n",
      "Epoch 81 / 256 Complete. D_Loss : 1.4688423871994019, G_Loss : 2.6498284339904785\n",
      "Epoch 82 / 256 Complete. D_Loss : 0.9559924602508545, G_Loss : 3.1640982627868652\n",
      "Epoch 83 / 256 Complete. D_Loss : 0.785862922668457, G_Loss : 3.779481887817383\n",
      "Epoch 84 / 256 Complete. D_Loss : 1.6219007968902588, G_Loss : 2.387805700302124\n",
      "Epoch 85 / 256 Complete. D_Loss : 1.1051808595657349, G_Loss : 1.787618637084961\n",
      "Epoch 86 / 256 Complete. D_Loss : 1.3739018440246582, G_Loss : 1.5643185377120972\n",
      "Epoch 87 / 256 Complete. D_Loss : 1.1894526481628418, G_Loss : 1.9276922941207886\n",
      "Epoch 88 / 256 Complete. D_Loss : 1.3650838136672974, G_Loss : 1.6506441831588745\n",
      "Epoch 89 / 256 Complete. D_Loss : 0.8627623915672302, G_Loss : 2.3331046104431152\n",
      "Epoch 90 / 256 Complete. D_Loss : 1.6316256523132324, G_Loss : 1.771329402923584\n",
      "Epoch 91 / 256 Complete. D_Loss : 1.4946246147155762, G_Loss : 1.7363616228103638\n",
      "Epoch 92 / 256 Complete. D_Loss : 0.9337449669837952, G_Loss : 2.7243103981018066\n",
      "Epoch 93 / 256 Complete. D_Loss : 1.2045462131500244, G_Loss : 1.546129822731018\n",
      "Epoch 94 / 256 Complete. D_Loss : 1.241145133972168, G_Loss : 1.9817856550216675\n",
      "Epoch 95 / 256 Complete. D_Loss : 1.0092670917510986, G_Loss : 2.097775936126709\n",
      "Epoch 96 / 256 Complete. D_Loss : 1.0578765869140625, G_Loss : 2.033287525177002\n",
      "Epoch 97 / 256 Complete. D_Loss : 1.0223759412765503, G_Loss : 1.907822847366333\n",
      "Epoch 98 / 256 Complete. D_Loss : 0.9881759881973267, G_Loss : 1.9508858919143677\n",
      "Epoch 99 / 256 Complete. D_Loss : 1.0161497592926025, G_Loss : 2.0464489459991455\n",
      "Epoch 100 / 256 Complete. D_Loss : 0.9642225503921509, G_Loss : 1.9764351844787598\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 101 / 256 Complete. D_Loss : 1.201629638671875, G_Loss : 1.518815517425537\n",
      "Epoch 102 / 256 Complete. D_Loss : 2.384387493133545, G_Loss : 0.9346526861190796\n",
      "Epoch 103 / 256 Complete. D_Loss : 1.5228219032287598, G_Loss : 1.482276439666748\n",
      "Epoch 104 / 256 Complete. D_Loss : 1.499014973640442, G_Loss : 1.6010692119598389\n",
      "Epoch 105 / 256 Complete. D_Loss : 1.035128116607666, G_Loss : 2.549715757369995\n",
      "Epoch 106 / 256 Complete. D_Loss : 0.993428647518158, G_Loss : 2.9874985218048096\n",
      "Epoch 107 / 256 Complete. D_Loss : 0.8715392351150513, G_Loss : 2.3456530570983887\n",
      "Epoch 108 / 256 Complete. D_Loss : 1.1480437517166138, G_Loss : 1.6879827976226807\n",
      "Epoch 109 / 256 Complete. D_Loss : 1.2062329053878784, G_Loss : 1.6803803443908691\n",
      "Epoch 110 / 256 Complete. D_Loss : 1.4195091724395752, G_Loss : 1.3522300720214844\n",
      "Epoch 111 / 256 Complete. D_Loss : 0.8750068545341492, G_Loss : 2.652843475341797\n",
      "Epoch 112 / 256 Complete. D_Loss : 1.0267934799194336, G_Loss : 2.17360258102417\n",
      "Epoch 113 / 256 Complete. D_Loss : 0.8404000997543335, G_Loss : 2.2457334995269775\n",
      "Epoch 114 / 256 Complete. D_Loss : 0.9519078135490417, G_Loss : 2.3310256004333496\n",
      "Epoch 115 / 256 Complete. D_Loss : 1.0598640441894531, G_Loss : 1.6456904411315918\n",
      "Epoch 116 / 256 Complete. D_Loss : 1.08090078830719, G_Loss : 2.397064208984375\n",
      "Epoch 117 / 256 Complete. D_Loss : 1.0571423768997192, G_Loss : 2.786121368408203\n",
      "Epoch 118 / 256 Complete. D_Loss : 0.7847299575805664, G_Loss : 2.6115994453430176\n",
      "Epoch 119 / 256 Complete. D_Loss : 1.0300118923187256, G_Loss : 2.114260196685791\n",
      "Epoch 120 / 256 Complete. D_Loss : 1.1334717273712158, G_Loss : 2.181352138519287\n",
      "Epoch 121 / 256 Complete. D_Loss : 0.9933643937110901, G_Loss : 2.231065273284912\n",
      "Epoch 122 / 256 Complete. D_Loss : 1.0661290884017944, G_Loss : 1.8242335319519043\n",
      "Epoch 123 / 256 Complete. D_Loss : 1.13080632686615, G_Loss : 1.6020667552947998\n",
      "Epoch 124 / 256 Complete. D_Loss : 1.1872121095657349, G_Loss : 1.2704977989196777\n",
      "Epoch 125 / 256 Complete. D_Loss : 1.0473370552062988, G_Loss : 1.5129108428955078\n",
      "Epoch 126 / 256 Complete. D_Loss : 1.0981690883636475, G_Loss : 1.8360933065414429\n",
      "Epoch 127 / 256 Complete. D_Loss : 1.2472983598709106, G_Loss : 1.677135944366455\n",
      "Epoch 128 / 256 Complete. D_Loss : 0.828466534614563, G_Loss : 2.020193099975586\n",
      "Epoch 129 / 256 Complete. D_Loss : 1.2064228057861328, G_Loss : 1.6435024738311768\n",
      "Epoch 130 / 256 Complete. D_Loss : 0.9806613326072693, G_Loss : 2.3655500411987305\n",
      "Epoch 131 / 256 Complete. D_Loss : 0.8702072501182556, G_Loss : 1.9494822025299072\n",
      "Epoch 132 / 256 Complete. D_Loss : 1.138035774230957, G_Loss : 1.6107444763183594\n",
      "Epoch 133 / 256 Complete. D_Loss : 1.4517666101455688, G_Loss : 1.4303698539733887\n",
      "Epoch 134 / 256 Complete. D_Loss : 1.091074824333191, G_Loss : 1.983635663986206\n",
      "Epoch 135 / 256 Complete. D_Loss : 1.0236291885375977, G_Loss : 1.7296311855316162\n",
      "Epoch 136 / 256 Complete. D_Loss : 1.6438710689544678, G_Loss : 1.565911054611206\n",
      "Epoch 137 / 256 Complete. D_Loss : 0.905785322189331, G_Loss : 2.1525793075561523\n",
      "Epoch 138 / 256 Complete. D_Loss : 1.3643839359283447, G_Loss : 1.8367621898651123\n",
      "Epoch 139 / 256 Complete. D_Loss : 1.1293458938598633, G_Loss : 1.5128531455993652\n",
      "Epoch 140 / 256 Complete. D_Loss : 1.9230387210845947, G_Loss : 1.6520380973815918\n",
      "Epoch 141 / 256 Complete. D_Loss : 1.0194257497787476, G_Loss : 1.7084448337554932\n",
      "Epoch 142 / 256 Complete. D_Loss : 1.4092481136322021, G_Loss : 1.4981393814086914\n",
      "Epoch 143 / 256 Complete. D_Loss : 1.141205906867981, G_Loss : 1.5173416137695312\n",
      "Epoch 144 / 256 Complete. D_Loss : 1.2595700025558472, G_Loss : 1.8653945922851562\n",
      "Epoch 145 / 256 Complete. D_Loss : 1.0317771434783936, G_Loss : 1.8600375652313232\n",
      "Epoch 146 / 256 Complete. D_Loss : 1.4815306663513184, G_Loss : 1.5626111030578613\n",
      "Epoch 147 / 256 Complete. D_Loss : 0.8596762418746948, G_Loss : 2.1983585357666016\n",
      "Epoch 148 / 256 Complete. D_Loss : 1.2553013563156128, G_Loss : 1.4914379119873047\n",
      "Epoch 149 / 256 Complete. D_Loss : 1.2825311422348022, G_Loss : 2.1685142517089844\n",
      "Epoch 150 / 256 Complete. D_Loss : 1.3710508346557617, G_Loss : 1.8681637048721313\n",
      "Epoch 151 / 256 Complete. D_Loss : 0.8648197650909424, G_Loss : 2.417396068572998\n",
      "Epoch 152 / 256 Complete. D_Loss : 1.6002192497253418, G_Loss : 1.3512389659881592\n",
      "Epoch 153 / 256 Complete. D_Loss : 0.9418772459030151, G_Loss : 2.7304880619049072\n",
      "Epoch 154 / 256 Complete. D_Loss : 0.989215612411499, G_Loss : 1.5655807256698608\n",
      "Epoch 155 / 256 Complete. D_Loss : 1.1654304265975952, G_Loss : 1.3858823776245117\n",
      "Epoch 156 / 256 Complete. D_Loss : 1.409956932067871, G_Loss : 1.3234457969665527\n",
      "Epoch 157 / 256 Complete. D_Loss : 0.9157983064651489, G_Loss : 1.8389840126037598\n",
      "Epoch 158 / 256 Complete. D_Loss : 1.032815933227539, G_Loss : 1.558889627456665\n",
      "Epoch 159 / 256 Complete. D_Loss : 1.4221055507659912, G_Loss : 1.461437702178955\n",
      "Epoch 160 / 256 Complete. D_Loss : 1.1619248390197754, G_Loss : 1.5041835308074951\n",
      "Epoch 161 / 256 Complete. D_Loss : 0.9020289182662964, G_Loss : 1.9636021852493286\n",
      "Epoch 162 / 256 Complete. D_Loss : 1.3440001010894775, G_Loss : 1.1709706783294678\n",
      "Epoch 163 / 256 Complete. D_Loss : 1.6517505645751953, G_Loss : 1.0939825773239136\n",
      "Epoch 164 / 256 Complete. D_Loss : 1.1481633186340332, G_Loss : 1.6216623783111572\n",
      "Epoch 165 / 256 Complete. D_Loss : 1.5409338474273682, G_Loss : 1.2576909065246582\n",
      "Epoch 166 / 256 Complete. D_Loss : 1.4601657390594482, G_Loss : 1.714982509613037\n",
      "Epoch 167 / 256 Complete. D_Loss : 0.9364235401153564, G_Loss : 1.6788984537124634\n",
      "Epoch 168 / 256 Complete. D_Loss : 1.3587642908096313, G_Loss : 1.4825325012207031\n",
      "Epoch 169 / 256 Complete. D_Loss : 0.9511868357658386, G_Loss : 1.719942331314087\n",
      "Epoch 170 / 256 Complete. D_Loss : 1.1269550323486328, G_Loss : 1.553135871887207\n",
      "Epoch 171 / 256 Complete. D_Loss : 1.4601032733917236, G_Loss : 1.0638350248336792\n",
      "Epoch 172 / 256 Complete. D_Loss : 1.2732932567596436, G_Loss : 1.5789892673492432\n",
      "Epoch 173 / 256 Complete. D_Loss : 1.4842623472213745, G_Loss : 1.670406460762024\n",
      "Epoch 174 / 256 Complete. D_Loss : 1.350864052772522, G_Loss : 1.759781002998352\n",
      "Epoch 175 / 256 Complete. D_Loss : 0.9966719150543213, G_Loss : 2.528022050857544\n",
      "Epoch 176 / 256 Complete. D_Loss : 1.5588693618774414, G_Loss : 2.23203444480896\n",
      "Epoch 177 / 256 Complete. D_Loss : 1.0204410552978516, G_Loss : 2.1202139854431152\n",
      "Epoch 178 / 256 Complete. D_Loss : 0.8131995797157288, G_Loss : 2.348188877105713\n",
      "Epoch 179 / 256 Complete. D_Loss : 0.8871195912361145, G_Loss : 2.0866427421569824\n",
      "Epoch 180 / 256 Complete. D_Loss : 1.047074317932129, G_Loss : 2.030172348022461\n",
      "Epoch 181 / 256 Complete. D_Loss : 1.197826862335205, G_Loss : 1.5542857646942139\n",
      "Epoch 182 / 256 Complete. D_Loss : 1.1954538822174072, G_Loss : 1.379258394241333\n",
      "Epoch 183 / 256 Complete. D_Loss : 0.7782498598098755, G_Loss : 2.070829153060913\n",
      "Epoch 184 / 256 Complete. D_Loss : 0.8722171187400818, G_Loss : 2.274874687194824\n",
      "Epoch 185 / 256 Complete. D_Loss : 1.1133947372436523, G_Loss : 1.4734280109405518\n",
      "Epoch 186 / 256 Complete. D_Loss : 1.20796537399292, G_Loss : 1.3419616222381592\n",
      "Epoch 187 / 256 Complete. D_Loss : 1.0746214389801025, G_Loss : 1.6300837993621826\n",
      "Epoch 188 / 256 Complete. D_Loss : 1.1349135637283325, G_Loss : 1.660213589668274\n",
      "Epoch 189 / 256 Complete. D_Loss : 1.1130326986312866, G_Loss : 2.0593719482421875\n",
      "Epoch 190 / 256 Complete. D_Loss : 1.0033986568450928, G_Loss : 2.042473316192627\n",
      "Epoch 191 / 256 Complete. D_Loss : 1.0663319826126099, G_Loss : 1.4837729930877686\n",
      "Epoch 192 / 256 Complete. D_Loss : 1.2376151084899902, G_Loss : 1.405237078666687\n",
      "Epoch 193 / 256 Complete. D_Loss : 0.9598557949066162, G_Loss : 1.857386589050293\n",
      "Epoch 194 / 256 Complete. D_Loss : 1.3686656951904297, G_Loss : 1.4970064163208008\n",
      "Epoch 195 / 256 Complete. D_Loss : 1.075831651687622, G_Loss : 1.5516893863677979\n",
      "Epoch 196 / 256 Complete. D_Loss : 0.9239182472229004, G_Loss : 2.213627338409424\n",
      "Epoch 197 / 256 Complete. D_Loss : 1.5075428485870361, G_Loss : 1.4648594856262207\n",
      "Epoch 198 / 256 Complete. D_Loss : 1.4418095350265503, G_Loss : 1.3377699851989746\n",
      "Epoch 199 / 256 Complete. D_Loss : 1.0956485271453857, G_Loss : 1.513240098953247\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 200 / 256 Complete. D_Loss : 1.0034666061401367, G_Loss : 1.5209832191467285\n",
      "Epoch 201 / 256 Complete. D_Loss : 1.1751991510391235, G_Loss : 1.6098158359527588\n",
      "Epoch 202 / 256 Complete. D_Loss : 0.9906577467918396, G_Loss : 1.9645248651504517\n",
      "Epoch 203 / 256 Complete. D_Loss : 0.9978313446044922, G_Loss : 2.01873779296875\n",
      "Epoch 204 / 256 Complete. D_Loss : 1.0089908838272095, G_Loss : 1.9931023120880127\n",
      "Epoch 205 / 256 Complete. D_Loss : 1.0742604732513428, G_Loss : 1.9373327493667603\n",
      "Epoch 206 / 256 Complete. D_Loss : 1.099588394165039, G_Loss : 1.729821801185608\n",
      "Epoch 207 / 256 Complete. D_Loss : 1.5765233039855957, G_Loss : 1.2976787090301514\n",
      "Epoch 208 / 256 Complete. D_Loss : 1.0714058876037598, G_Loss : 1.710937738418579\n",
      "Epoch 209 / 256 Complete. D_Loss : 0.9988543391227722, G_Loss : 2.1372218132019043\n",
      "Epoch 210 / 256 Complete. D_Loss : 1.2820186614990234, G_Loss : 1.468940019607544\n",
      "Epoch 211 / 256 Complete. D_Loss : 1.3184564113616943, G_Loss : 1.5901484489440918\n",
      "Epoch 212 / 256 Complete. D_Loss : 1.1288177967071533, G_Loss : 1.660109043121338\n",
      "Epoch 213 / 256 Complete. D_Loss : 1.1734106540679932, G_Loss : 1.8193347454071045\n",
      "Epoch 214 / 256 Complete. D_Loss : 1.235119342803955, G_Loss : 1.5060725212097168\n",
      "Epoch 215 / 256 Complete. D_Loss : 0.8998156189918518, G_Loss : 2.0214011669158936\n",
      "Epoch 216 / 256 Complete. D_Loss : 1.3426592350006104, G_Loss : 1.29807448387146\n",
      "Epoch 217 / 256 Complete. D_Loss : 1.000985026359558, G_Loss : 1.8537986278533936\n",
      "Epoch 218 / 256 Complete. D_Loss : 1.1792218685150146, G_Loss : 1.8098127841949463\n",
      "Epoch 219 / 256 Complete. D_Loss : 0.968089759349823, G_Loss : 1.9855765104293823\n",
      "Epoch 220 / 256 Complete. D_Loss : 0.9228954911231995, G_Loss : 1.697270393371582\n",
      "Epoch 221 / 256 Complete. D_Loss : 0.8416503071784973, G_Loss : 2.070326566696167\n",
      "Epoch 222 / 256 Complete. D_Loss : 1.0030368566513062, G_Loss : 1.859308123588562\n",
      "Epoch 223 / 256 Complete. D_Loss : 1.0833735466003418, G_Loss : 1.7017091512680054\n",
      "Epoch 224 / 256 Complete. D_Loss : 1.2223446369171143, G_Loss : 1.5990937948226929\n",
      "Epoch 225 / 256 Complete. D_Loss : 1.3352407217025757, G_Loss : 1.2910301685333252\n",
      "Epoch 226 / 256 Complete. D_Loss : 1.0515543222427368, G_Loss : 1.8535693883895874\n",
      "Epoch 227 / 256 Complete. D_Loss : 1.0490014553070068, G_Loss : 1.7676310539245605\n",
      "Epoch 228 / 256 Complete. D_Loss : 1.1674315929412842, G_Loss : 1.6604543924331665\n",
      "Epoch 229 / 256 Complete. D_Loss : 1.4800457954406738, G_Loss : 1.5107009410858154\n",
      "Epoch 230 / 256 Complete. D_Loss : 1.360027551651001, G_Loss : 1.6307339668273926\n",
      "Epoch 231 / 256 Complete. D_Loss : 1.1332812309265137, G_Loss : 1.5094572305679321\n",
      "Epoch 232 / 256 Complete. D_Loss : 1.2178386449813843, G_Loss : 1.8113820552825928\n",
      "Epoch 233 / 256 Complete. D_Loss : 1.0015137195587158, G_Loss : 1.894585371017456\n",
      "Epoch 234 / 256 Complete. D_Loss : 0.915145754814148, G_Loss : 2.144806385040283\n",
      "Epoch 235 / 256 Complete. D_Loss : 1.1339304447174072, G_Loss : 1.4137400388717651\n",
      "Epoch 236 / 256 Complete. D_Loss : 0.9013214111328125, G_Loss : 2.091341495513916\n",
      "Epoch 237 / 256 Complete. D_Loss : 0.9334050416946411, G_Loss : 1.7351537942886353\n",
      "Epoch 238 / 256 Complete. D_Loss : 1.2217077016830444, G_Loss : 1.378124713897705\n",
      "Epoch 239 / 256 Complete. D_Loss : 1.0714728832244873, G_Loss : 1.5579928159713745\n",
      "Epoch 240 / 256 Complete. D_Loss : 1.2287732362747192, G_Loss : 1.4409940242767334\n",
      "Epoch 241 / 256 Complete. D_Loss : 1.184445858001709, G_Loss : 1.4640613794326782\n",
      "Epoch 242 / 256 Complete. D_Loss : 1.1231194734573364, G_Loss : 1.706057071685791\n",
      "Epoch 243 / 256 Complete. D_Loss : 1.215796947479248, G_Loss : 1.913708209991455\n",
      "Epoch 244 / 256 Complete. D_Loss : 0.8968533873558044, G_Loss : 2.1956114768981934\n",
      "Epoch 245 / 256 Complete. D_Loss : 1.0122158527374268, G_Loss : 1.6841790676116943\n",
      "Epoch 246 / 256 Complete. D_Loss : 0.9947459697723389, G_Loss : 1.689468502998352\n",
      "Epoch 247 / 256 Complete. D_Loss : 0.9736607074737549, G_Loss : 1.6147692203521729\n",
      "Epoch 248 / 256 Complete. D_Loss : 1.1551873683929443, G_Loss : 2.033754587173462\n",
      "Epoch 249 / 256 Complete. D_Loss : 0.9774958491325378, G_Loss : 1.9215469360351562\n",
      "Epoch 250 / 256 Complete. D_Loss : 1.1100308895111084, G_Loss : 1.6509945392608643\n",
      "Epoch 251 / 256 Complete. D_Loss : 0.8974592089653015, G_Loss : 2.264674663543701\n",
      "Epoch 252 / 256 Complete. D_Loss : 0.9969431757926941, G_Loss : 2.116856098175049\n",
      "Epoch 253 / 256 Complete. D_Loss : 1.0577911138534546, G_Loss : 1.8522162437438965\n",
      "Epoch 254 / 256 Complete. D_Loss : 0.9160438776016235, G_Loss : 2.0811939239501953\n",
      "Epoch 255 / 256 Complete. D_Loss : 1.1427805423736572, G_Loss : 1.6600792407989502\n",
      "Epoch 256 / 256 Complete. D_Loss : 1.1374850273132324, G_Loss : 1.666994571685791\n",
      "Training Complete. Saving at ./saves/model.ckpt...\n",
      "Saving Complete at ./saves/model.ckpt.\n"
     ]
    }
   ],
   "source": [
    "samples = []\n",
    "with tf.Session(graph=graph) as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    for epoch in range(n_epochs):\n",
    "        for b in range(mnist.train.num_examples // batch_size):\n",
    "            batch = mnist.train.next_batch(batch_size)\n",
    "            \n",
    "            batch_images = batch[0].reshape([batch_size, 784])\n",
    "            batch_images = batch_images * 2 - 1\n",
    "            \n",
    "            batch_z = np.random.uniform(-1, 1, size=[batch_size, z_dim])\n",
    "            \n",
    "            _ = sess.run(d_optimizer, feed_dict={inputs_real : batch_images, inputs_z : batch_z})\n",
    "            _ = sess.run(g_optimizer, feed_dict={inputs_z : batch_z})\n",
    "        loss_d, loss_g = sess.run([d_loss, g_loss], feed_dict={inputs_real : batch_images, inputs_z : batch_z})\n",
    "        print('Epoch {} / {} Complete. D_Loss : {}, G_Loss : {}'.format(epoch+1, n_epochs, loss_d, loss_g))\n",
    "        \n",
    "        sample_z = np.random.uniform(-1, 1, size=[16, z_dim])  # 16 Samples each epoch\n",
    "        gen_samples, _ = sess.run(model_generator(inputs_z, input_size, reuse=True), feed_dict={inputs_z : sample_z})\n",
    "        samples.append(gen_samples)\n",
    "    print('Training Complete. Saving at {}...'.format(save_path))\n",
    "    saver.save(sess, save_path)\n",
    "    print('Saving Complete at {}.'.format(save_path))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def view_samples(epoch, samples):\n",
    "    fig, axes = plt.subplots(figsize=(7,7), nrows=4, ncols=4, sharey=True, sharex=True)\n",
    "    \n",
    "    for ax, img in zip(axes.flatten(), samples[epoch]):\n",
    "        ax.xaxis.set_visible(False)\n",
    "        ax.yaxis.set_visible(False)\n",
    "        im = ax.imshow(img.reshape([28, 28]), cmap='Greys_r')\n",
    "        \n",
    "    \n",
    "    return fig, axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 10 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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qd6lEc0/UlgpVred1qdazjYmvKHztYf28e++9N2xVZ87B4SIjmUQikUj0DfmQSSQSiUTf0BVdNmnSpKCX7FCoQuJrX/ta2CZmGnJJhRhSq2IyCcky/apRzjzzzLC32mqrUkopP/7xj+OYoaP0iIoRw0ivSyWPNZusu2YCl6G09Ii1firtp7quF5g2bVokxKlme/LJJ8OWGlCxJC1RazqV0p5Ia+02Q3nPr/JGeqt28JNe8e+kUaT6pEilV7wuv9M6Tf6tpdJPOumksFXMVLVhU/2uN4Ph+ETK2TmpT6SQVBF1UiWV0k6RNVGOdS2YDDoSnzjf9Ym0mwpUFUrf+973wu7kk17DPcykSNf1AQccEPZ2223X9rcVKuS8TxW11qyzFpjUtYnslZa/7LLL4pgtAtzDHGeTfaXRpO6sU+fefe6554btPmv9P33nHBguMpJJJBKJRN+QD5lEIpFI9A1d0WXzzz9/2WeffUop7YmOqiVUrFSqpJR2OsBS2l/5ylfCtky/qg5rcEkBmDy54447llLaVRGqRFRgWK5fOkVljvSXpddViRx88MFhm1hX1SullHLyySeHXcNnx6UXmH322SMEtnabtIT1pbwH/SVFYdjv+Kuuk3ZzfB3HqnCR/jTZrCnxz9pcTV09/VvHXOrs6quvLp2wySabhF1pMv9upJh99tlDMdbkE/2gusn7lRZbZJFFwr7//vvDdi26zvTJMsssE3alpfW9PpEiM+nSdSD95tyfa665wpYWktLTJ9Juqjh7SV0K9zDHqknBKEXlmnAPs12INR3t6CsVLdVmom5tEeJ622+//cJWteq+YtKnFKBtBEwY9f7cw1SX2brE1gBSgCbGvx4ykkkkEolE35APmUQikUj0DV2V+p911llbNWRXUVGpqlLalTQqq0wksu6PiYGqxQxNDS9XWWWVjn+70UYblVLay/8blksBqB6x1LZKN1sTqHqr3Q5LmZkAWkq78sRwV5qiKjyOOuqo8uSTT/Ys82+eeeZp1e51luU3wc5Q2NBZVdG2224bdpPSxzLw+sjzS7HUmmnSEXYONXSXvrEzoteo0kUKznnh/DrllFPCVhmjIqomCu+///7lscce64lf5plnnlatVadPVHQ5ZlJe3mNVTZbSnnxqGfkmn0gtSkvV86hy9Hv0iWMsvaSKTb+ZdLvqqquG7XdJv3j+Tj4ppZQtttiiZ6X+x4wZ06qqPvcw66aZRCk9JIXreH784zMvTcWpCd2qvvSdf1tbgbg/3XTTTWGrLtxjjz3Ctl6alLOdV+2eWltb/O/rlda9++67w1522WXDNnl+xx13zFL/iUQikXhrkQ+ZRCKRSPQNXclpZplllig9XUO7UtprfqkoUcEjhWGy18SJE8NWuWTIWLteltLeMc+w+4c//GEppT15zcTQSy+9NGzVMCqUpHGswWZSqd30VIysttpqYTs2Uno18cy6U73AtGnTQp1k3Sv9orpM9ZJjfscdd4RtGK/yyCQtqVYTCFVpVXWZpc6to+VcUK3m56UsvD+VNFdccUXY0gqqnbxGv7fOh14myU6bNi2u23Lt+kRFmVSUdKa19fSJyc36RFj3TAqz0jhSOFJkw/GJ1y61ab1AfSIV5pp7I5/0GkNDQ5EE63q3jL6dJm3toeLNa1XFZ10wVWff+MY3wra+m6X2q2LMmoN77rln2I6nFKVz3KTLI488MmxpLhVw7mHSm6reTN6s+2w3yEgmkUgkEn1DPmQSiUQi0Td0RZe1Wq2gvQynrO1lstkKK6wQthSRSV1nnHFG2CZjqaow7JcKqYqqUkq54YYbSintKhFDccNFVT1+p3WEDIdVWkk7qar79a9/HbaUnfRB7Roq/dQLDA4OhgJPdY+0i0o/6QoVM1IwHpfqVCXmcf3ieSpd5jHpFWswSdlo60fVfSYzmqRrF1D/VlpBqqiqsLy3kWJwcDDoJakNfaLaTZ+4Pkx09rjtDKQ/9UmnDqWlzPSJxxwPfSK1KW3ZVF9NhZKtAVxzrmd9Ih3n53uJVqsVa9s9zPpf7ivWNJNO1Y/W/3I/kX42GVVfm0hZE4ql8RxnaXjHRyWsrwWcC3budf9xv5Smcz9zDzNJfrjISCaRSCQSfUPXkUz9BaXW25Iea6yxRtiWQfAFk9VBv/vd74Zde2+X0v5roqm0hS9+a6TkizJzVIxM/OVnDoO6+f333z9sX5T5C9u8mvvuuy9sG1AphKhiAnNzeoExY8ZE1WgrDfsLx19M/hrxF7G/tnxBbZkY9fa+CPUXl/kZNa/KF8jm75gDYxRmwyXhy29/nfmr3ahJEYIRjrk/1XdNzc7eDGxaZgmQpqi/ySfOMauK6xMjD31ixWrHufrEnJqmisxGYfpEsYHzXZ/4/UZN5nL4i9w9xfXULziG7mGulbvuuits7819w5f65qysu+66YXvPigM8T408FD25hzkv9JcV450v7mFnn3122DIA+tFSRa4zxSeW6rIk2OshI5lEIpFI9A35kEkkEolE39BVWZlFF120VcsZWI7AkEt9+4QJE8K2qqc6dL9/++23D7u+yC+llN133z1sw1dD6kMPPbSU0p53I10k5XbJJZeE7Yt8w36FB774t3yJFKAihyOOOCJsX9bV0jqHHXZYeeKJJ3pWVmbcuHGtqmWXilLfLgVg2RspQukD6SfHSEGA5TcM+6W9athtKQtLDEmtCV9a+sLVl6lST5Yk8uWzJYk8jy/5Kw106qmnlr/+9a898UuTT6QhrAButV8pPkt66BPvUQpZSsfj+qReV5NPpMtcn8PxiRSRFI1zSJGB1LXntOL0QQcd1LOyMossskjsYTY4VLjiHiaNKW10++23dzy/5Xmk4L74xS+GbRV212KtiGzeja8NRBURldJOfzlf3MO8J8UMvuD3+BvtYaWUsu2222ZZmUQikUi8tciHTCKRSCT6hq7UZUNDQ5HjYIVRVQ8qLazqay9vG4KpKDG8t5rzVVddFbY9tw0TK/2h1tucCmkEFWhSEP6tlIWKOSkGFR5qye3dbqmGGuJasbkXGBgYCFWJqqmVV145bOlNq7OqHrKyruOiMkzllv4yh0LUXBDPYUmSBRZYIGwpLGkUVW+G9FKnKpnU/qvk8/yOQf0uFUAjxcDAQFy3PtGWrlFpZmVi/WN+iblG+sT8DcfZqsGdfKL/VBDqB8dPFZOlk6R6VBy6blWRen590uvSSxWzzDJLrE/HUFWe+5bVoI899tiwpfalPR1/S2BJ/2+55ZZhO+51LNyrpKTde1R2SfVJ7fsaQ5rf65IClQp3bCyZ1dQE8PWQkUwikUgk+oZ8yCQSiUSib+iKLps6dWqUJzHR56c//WnY3//+98M2eetb3/pW2CoUTPr7zne+E7Yh3Q477BC2CWmGmjV8lzapvbxLaaeCTK40McoQXTWIqhKTyqTLDLG32WabsE3erOfvdf9yS2VIUahi8d5MuvJaNt9887Cl9CyDIe3i+Ktekj6p1I/0o4olzy0dIEXmGPr92tJo+svrkqq66KKLXnO8l8mYpcwcW32iiqzJJ46PVXWdb1IkKielyKTa9Eldw030oKVepF+afOJ59IlqTX1iU7aVVlopbH0ijd5LTJ06NUrlSJur1jrttNPCtmGhNJ9Jkv7t8ccfH7bVlt0TpM6k/KvS0/my2267he1cthq8Vb7dn6SNpTGdR65zPy8d6DxSKTlcZCSTSCQSib4hHzKJRCKR6Bu6ossGBgYipLv++uvjuCG1obZqFOmye++9N2xDUxOPDMFt1qPSwcS2mvi58cYbxzGblhl2NtXZktLxO1W9eF0mlZqQZmMtKZp6PYa0vcD06dNDYWS1ZWkUlUn6xbpXUi1eoyGyzbWkdVSjSQm9+93vLqW0V+SVRjBcr58tpT0xTxrL5FH/VmrQJFRpNH2t2uYnP/lJKaW31bGnTZsWCZNWMpZOUv2jT1TcSUl6v9qqxKQ/pdSslFzH2crVrmHPrcpIn6hKUmnmvDFZ2URfqbs38kmvMTAwEGtY2so5aQKv6jebgDmeJgKb9Oz6UyGr6lPare6pG2ywQRw75JBDwt55553D1rfSj36nyfCqXJ2DJslL3bnO3cOsXTZcZCSTSCQSib4hHzKJRCKR6Bu6ql02MDAQH/7mN78Zxw27DaNVlKjSUCVhrR3Da0vz21faRDUphtrwqKlRkM2fDFFVt5kEZQsCE6KsWWTCqKGslIFUSVXP3HfffeWll17qWe2yeeedt7XhhhuWUtqpLZNCVTI5tiZgSQVKf+kjayCp5DMZVeqhKgwts9+pvHkp7QpAKSOVTNa0krKQLrNOlhSATcKWXHLJsOt9X3TRReXvf/97T/wy77zztirtoZqnySdSgvpECtfxdg5ba0y/qeLsxifSYlIxJmnqE1sGuIb1iX7QP9K7Kj2ldE466aSe1S5zD5PCdw/z/lVlmYDetIe5Vzi3bcHh2EnHVUrZfVOfm3RruxRrlPn9JiKbaO4e6edV1Eod6zubot1www1ZuyyRSCQSby3yIZNIJBKJvqErddm73vWuctRRR5VSSvnBD34Qx00k+/znPx+2KiMTs6RCpBKsx2M5fo+feOKJYaseq6oHQ1fD+L333jtsFUcqqqxTVOmn//151SMmXqmYUwFl4ufdd99dSmkPkXsBa5dZz8vQtnblLKVdAajvll566bBVAEn5SeWYpKU6yVLulTKQCpGuUw0jHSNd8uijj4Ytpee1S395vcLPSDHU/u76baR429veFoo+KZcmn5iUKs1kfTjXkKozP9PkExVTb9YnHpdq87jtNxxvaR8pepWYt956a9gqOnsJ9zCVrXbxNSnRUviqFh0XabEvfelLYdsmYK+99gr7mGOOCbu2KCmllH333beU0t7xV4qutgIopV2tJ51lEuUWW2wRtvSqe9hxxx0XtnuYrxpMsHcuDxcZySQSiUSib8iHTCKRSCT6hq7ospdffjm6vUknGYqbYGYikbV2pKWuu+66sE8//fSwVa/5mcMPPzxsabdKAdnRrYbFpbQrM0xAlFoxBJa+0D7ssMPCtvPmuHHjwpYCtKtcTWx7/PHHSy8xefLkCGN33XXXOG6dNxMdVaBJtaiKkwJQeaPqxJpJKnJMdq30lv+vQlC6xOtSMaWizcQ/FW1SLX6/fpd6kPqotJt+GykmTZr0hj5pUppJWzb5xORW71EKTPWlY1IVa/5/k0+8Luet/pFmVNHW5BPvSbWgFJBUaC/hHrbRRhvFcSle97ADDjggbNtlSEt5n+eee27Y0qEmPar6cg+r+4z/7zlce65Jfee8cE9yj3YPNfHTBE8pfesympwrlfh6yEgmkUgkEn1DPmQSiUQi0Td0RZdNmTIlkq0mTpwYx61zo0rF+mYmQ6oW+tCHPtTRNky17tgmm2wStglOlWpRUXHKKaeErULNxDST0FTDmTBlCXxrmp1wwglh77jjjmEbskoNVNqn12XMZ5tttlCPWLvKe/C6pbmkZgyXVZqo0vPePL8UpMl2VVUkXSZFKWXj3DF5zFpP1osTft7E2PPOOy9sKQBVhXXeOadHijFjxgR1ZKKlY2Y9K31id0Upj1/84hdhW69MqqfJJ7WOWikzEzYde5Mim3xi4p71rPSJqkA/7/o7++yzw27yiWooFXkjxSuvvBLX5XhKWzlXrW8mnWvNNSlnkySlunbZZZewq5qxlHaFWz2/e5yJ6CZLuoc5X0woN2HU1wjWhbPbp3uY4+Hc8XulFV8PGckkEolEom/Ih0wikUgk+oau6LLFFlusfO973yullLL66qvH8a9+9athq3QwSUhlhiWo7YZ42WWXhS3NseWWW4a91VZbhS1NV7vW1YSmUtrVGNYoM2FNNY40jwqb3XffPWxrSZmk5DVaDlsqoyaSNiULvlnYGfOhhx6K496ntJh+cfylLrxPO5xKpZgYKdUhrVBVRZ7b+lqWlZfyUlEmvep1eVyVksok6dBa3+5/f2/1h+qtXqAmHeoTKQx94tyTklDdpYpLOsPrViHX5JOaJKovh+MT1WXd+kRqSkpJ1ZPqTveRXmLRRRcNisikRBWvJrpKFal+veaaa8LWX3bJ9POq0T73uc+F7RjV5G73U+l2Xz+o7lNVyH/eAAAgAElEQVQ5an0+j9sFVIWmSfUm0qsMVsnmK4rhIiOZRCKRSPQN+ZBJJBKJRN/QFV32+OOPB12l6kUFhFSQdMBaa60VtqoX1VA77LBD2Jba929VY1TqrpSZihBph8022yxsaQTVYirEDNd///vfh+05VXJIg1jHzCRNqZt6HhU7vcDQ0FAowKTIvH9rDhkue/9XX3112FIGqu4cC+kWaUypydqpVD/ffPPNYZvoak0ra101dclUkSUdY90r60RZd00qqfpruGqZ4WD06NFBM0qRqRzSJ1JhTT6R5rSkfpNPpD9MAjUJsaLJJ463a97v8TPSzNYx0ydHH3102FJnzjmTBHuJJ554Iqgr79Nkcf2lcsyuu9Lg3r91z7xPFZLuYZXmL2XmmOrP9dZbL2wpZ1W0zhfVn9aua3oVYLsS65g5/u5hb6arb0YyiUQikegb8iGTSCQSib6hq86Ys802W6tSYIa51oRSiWC4WMvcl9IelqmGUNGw2mqrhW2dNMuKSw3VUNZud3aY81r233//sO0Sp8LGEv1SbSaJ2Y5A5YfUjd9VlSS/+93vyuTJk3vWGXPBBRdsVarRe7BkvC0Q7ECp//1b6RBpjI9/fGYjPCkbP7/SSiuFXZVKJuNKDal6kg6oCqhS2qkzkxBNPJNSkxoywXeNNdYI23pT9b6vvvrq8vzzz/fELwsuuGCrUieOq908m7pbmtDovTs+UmeeRwrXMTF5so651IcUqj7Rr9KJXpfJuvpE1Zs+seac67zWFCulfczOPffcnnXGnGOOOVp171J5qFpP2vw73/lO2CbrqrJyD7P9iBSh9JN7mK8XKm1r7TJrnpk4aesS9zkTqs8///yw9alronbrLaXdR65tFbv6+p577snOmIlEIpF4a5EPmUQikUj0DV2py2bMmBEhtiGa6gZLXauisFy0qjNVPiowTG6UrjnooIPCtmZSVVUYIkoRqTLyeu3wZ/0mQ0RrLdnt7owzzgjbFgCrrLJK2Ha5q50NVa/0AtOmTQv6xMQ4KQ0TEU2YM8FuwQUXDNuEPKkL/eW9SYdK61Q6QPpLysjrVbnnXFAB00SpmbwpTaECTX+pAqoJd1JGI8VwfKJCyXmo3eQTz6NySJ/Y7VHaq9Y3k/7SJ9KZJitLg0qLNVFq1vfSJ6qb9IkJiyZS9xLTp0+P1gjSX6pZpZBMuFb96h7m/iT9p+LSdSPVdfvtt4dd54NKN9sfSPmffPLJYT/11FNhm8RqN06T261j6Pj7qsFuwLbFcE91fr0eMpJJJBKJRN+QD5lEIpFI9A1d0WVzzz131N2RflGpo3JEZYRlpKVWpAxmmWWWsKVCpFEM0VR9nXrqqaWUdiqqdssspZ3Gs16QCXFeu0lwKqMM6Q2f99lnn7BVdfm3Vd108cUXl15ijjnmCHrpzDPPjOOf+cxnwjZEVl3ieEnNNCWj2uGwSW1kva2q2rnpppvimHWUpMIM9VXSqGhRyWgSnIodFYPek9SDfq/X2MskWX2iUlGfWOdKn6ia9PqtM2dNLcd+OD6pydAmYO6xxx5hS4XpExOOXUO98on7gmqvXmLuueeOJFVpYOl/k3Y97to3QbFpD9Necsklw1Z96h5Wa52pNFStq5rV8VGVJ501fvz4sKUft9lmm7Ddw1TG2fXSubbqqquWbpGRTCKRSCT6hnzIJBKJRKJv6CoZc2Bg4LlSypNv+MHEG+GdrVbrHW/8seEh/dIz9Mwv6ZOeIv3yfxPD8ktXD5lEIpFIJLpB0mWJRCKR6BvyIZNIJBKJviEfMolEIpHoG/Ihk0gkEom+IR8yiUQikegb8iGTSCQSib4hHzKJRCKR6BvyIZNIJBKJviEfMolEIpHoG/Ihk0gkEom+IR8yiUQikegb8iGTSCQSib4hHzKJRCKR6BvyIZNIJBKJvqGr9suDg4OtoaGhUkp7G17b89ou1Fasg4Mzv8r2AqNGjQr7X//6V8fjtmK2Ra7nr8dnzJjR8Tu1//3vf3c8x+jRo8O2Xa33Onny5LBtC/z88893/LztVevYvfTSS2XKlCkDpUcYGhpq1ba7tt997rnnwrZF7quvvhp20/3rIz/vONq+1s/bcnpgYOA1f+f461vHfOrUqWGPGzcubMfZtrf+7UILLRS27YPnnnvusG0pO3bs2FLK/7SonTx5ck/8ok+8x2effTZsWxgPZ046tx2fJp+IF198MezaFtlzO0+b2jY7D2xt7j3Zlt31bMvlJp+4j+jzv/3tb8/3qp/MSPzimNe1XEqzX9zD6hwrZeaaKKW9LfL/Jb+4tl544YWw34xfunrIDA0NlaWXXrqUUsqHP/zhOG7P+to/u5T2hexk0ikuCvvK+/kPfvCDHc/pzVdnOfg+8BzkP/3pT2H//e9/D9vJZY9r+2bfe++9YR933HFhn3HGGWF/5CMfCfuXv/xl2O9617tKKaWcc845pZeYddZZy8c//vFSSikf+MAH4vgPfvCDsHfbbbew7SHuJHfCOY5Nm8KnPvWpsH342zu+LsZ55503jj366KNhO1a/+c1vwv7rX/8a9mc+85mwTzvttLA/97nPhf3b3/427MMPPzzsb3zjG2FvuummYV922WVhr7baaqWUUr7//e+XXmHWWWctyy+/fCmllPe9731x/NRTTw17jz32CPvxxx8P2x8H/pDx4e0G4sby6U9/Omw3swkTJoRdN1f9/atf/Srsj33sY2E3+WTDDTcM+6STTgrb9f+HP/wh7EMOOSTsww47LGx9+OMf/zjsNddc07/tWZOxJr+ccsopYe+5555h6xf3isUWWyzsl156qeNnXCurrLJK2D58rrzyyrDrQ8QfSe4fdY2X0r4/6ZeNN9447BNOOCFs/fLHP/4x7IMPPjjsQw89NOytttoq7PPPPz/stddeO+zh+iXpskQikUj0DV1FMvPMM0884fwFvNFGG4Vt6ObT3l9hUh7CX+HSUv4i015vvfXCrhGGv56EkYwR0GabbRb2scceG/YnP/nJsP0V/qUvfSlsfw0bkT322GNh33LLLWG/973vfc099ALzzTdf/Pp64IEH4ri/Rvz1UqPRUtrH4qmnngrbyOQTn/hEx/MYVT788MNh+6vw6KOPLqW0UyHvfve7w24ai7POOivsTTbZJOwjjzwy7Keffjps/XjttdeG7b3eeeedYRuRVmrA6G2kWGCBBco+++xTSinl5z//eRzfeuutwzb6cu5LSfz5z38OW+rG+fm73/0ubNeWv3YdzyOOOKKU0r6G/VUv0yB1Z6RhdHn88ceH7S9/94Xrr78+7A996ENh33rrrWH/4he/CLuJ9hspFlhggbL//vuXUkqZOHFiHN9mm23CNnqTRZHy0i/OmxolldLuX6PThx56KOxzzz037BqBu67e//73h930quCSSy4J2wjQdei63WCDDcLWL7JT7lv3339/2FJ2w0VGMolEIpHoG/Ihk0gkEom+YUBV0Bth7NixrfryaZ111onjhuVrrbVW2FdddVXYH/3oR8OWOvGFmC/PVcxMmjQp7Pnnnz/sxRdfPOxHHnnkNX/nS2VDWpUTUijSeyo8/uu//ivs/fbbL2xfoG+++eZhSxkYelf1yPjx48vzzz/fM85snnnmadVxl6K45pprwq5UXSntL3kN71WyeJ4DDzwwbF841/sppT2sX2aZZcKuLy6lP6WwVlxxxbCliY455piOn1G94wvkb3/72x3vQ/pAek3qp1IPEydOLP/85z974pe3v/3trUop+TLWF71VCFJKO+WlT6TIPM++++4bti9+VT1J9fjS+L777iultK8r54drW6WkIopVV101bNVK+sR1I41ehRaltL8oP/PMM8OWDrruuuvub7VaM29gBNAvCkEuv/zysN0HpN+b/CKdu9dee4X9l7/8JexZZpklbGkp/VJpKYUE+mX99dcPW79U+rOUdr94jb7U1y9ScO7FrnPFNq6/G2+8cVh+yUgmkUgkEn1DPmQSiUQi0Td0pS6bbbbZgoIynDLRy9BNFUkT/WVIKY1ifoD0hzkb99xzT9i77757KaVdRaNySaWHiYnSXLfddlvYaty9lve85z1hm+8xfvz4sKWRHKd6f+rke4HRo0dHzoPKFcf2rrvuClvlzpJLLhm2qiJVSiussELYUjxSgSaBStPVXJ3tttsujhn2X3jhhWFLu2yxxRZh60fVcOYTqHq56KKLwjbPQJ9KJVT/SpGOFIODg2W++eYrpbQr/vSJqjNpriWWWKLtPBWqjsxRUq3nd80555xhOz8rLeXclx49/fTTw3Zt6xPP7Zo098bxdF1KUavclLoxZ62X0C+VNiylXS2mX1yrjrP3pl9WXnnljp9XoWVek36pYyT9JqUnbeV3fvaznw1bFa1qUf3inPIVhfufOYa+UpFKHC4ykkkkEolE35APmUQikUj0DV2pyxZZZJHWV7/61VJKe4jcpGiRtjC8s2yFCi3VYiYvSYtIeUiv1PBa9cNyyy0XtiGw33PjjTeGrSrK8NYaR4a6TzzxRNgmhj7zzDNhqyqpCVHnnXdeeeaZZ3qmLltsscVaVfUmveH1/ed//mfYX/7ylztenwoxqTBpkqriK6XdpyrAVHFVasIwe6WVVgpbCkAFokl6JgredNNNYUsrSbU4p3fdddewpRK9xqp8O/HEE8tTTz3VE78stthirZr0Jz1s0qplZaQTpTOlkL1+P285Juk4lZ5SJ9UnUr/65MQTTwxb9ZN0ylJLLRW2CX36SkpSisb7fvDBB8OWslKNttdee/VMXaZfVDxKp++9995hmzwrJet96pcvfOELYetrx9/SLB6vFJWKMuk3k15NkG7yi0nJrm394t5tOR394j7iOttjjz1SXZZIJBKJtxb5kEkkEolE39CVumzKlCmhXlFZpfrKJCpr/RhqmkgkjaJyyfDd5E2pM5Mqax0mE/pUeamesW6VVWCl2vxOQ0TVTYbb0nF+r/RSpfRUcfUCkydPjrpP1n9yDH/4wx++5jpKaae8VJSojNFfJgRa+8p7Wn311cOuVJGVrw2/qyqwlPY6TjvttFPYUicqDZ0Lt99+e9gq+qRyrETsPKn37feMFFOmTAlf3H333XF8jTXWCFtaynXg3DP5WHpQmsO5LV0qnbz99tuHXeetNJtJh7XmWintSjPr9jlWfs873/nOsB176W8p6vPOOy9s/alKqpfQL65Zk3atrq5fVFwusMACYbsPSAs2+cXE8E5+MTFXys0EXNfzcPziKwJpNF9X3HDDDWGfffbZYbtfvBm/ZCSTSCQSib4hHzKJRCKR6Bu6UpfNMcccrZqM+ZWvfCWOG2apvjLsl0Iy/DJ0lHaTrjFE8/zSW5Vqk0ZQuWG4auhoWX6vRVuKTFqhqcmZiU/eU20NcMcdd/SsRlYppYwZM6ZVlUIqUCwBrnLLMPrSSy8N2yQwaSlpTxV4qqC8T+nISg85z1RA2QJCJZX11aQpmrp3mmzqfJHWtaGX1/u1r32tlPI/Ppw0aVJP/DJmzJhWnZOWXFdxabl+aY4f/ehHYdtsqqlLompNj0tdWbq9lnqX4mzyiSoqFUdSkioUTZw16bJJlSlNJV2mwuvee+/tmbpszJgxrbr+bVJnLTuTj/WLDedsDaBfVKKqzNMvTerW2ghuOH5RLWbCsbXgTJA2qfSOO+4Iu8kvKuD0i8rA++67L9VliUQikXhrkQ+ZRCKRSPQNXdcuq2WqLemtQsKy4yp4TH4zvLYjoAoUQ0ZDcENGw85Knfn9/r/hopSaIaX0gjSaVJsKOBO4DJlVb1gevFI0fn8vMO+885YddtihlNKuQDGktouniiXv33GWgpEO9biqM1V0+rTC5F0VOypppFQ9t/3kb7755rClb6QmrJ2mH71G5+ayyy77ms+OFO94xzuCUlatJQ1saXvr6UlDNvnEmlfSbtIyjq00Zz1nk0+kfvWJVJB1z5zv1gPzumz7oapNOlMqVH9Kv44U8803XygapeS8/1pvr5R2WrWpW2edP6W0t3Jw7fu3JjrrlzrW7mHuSVLITX6xjpnrwORyk9SvuOKKsH0V4Frwu/Spvn49ZCSTSCQSib4hHzKJRCKR6Bu6osve9ra3RdhnOKsCwsQkKQlrW5nEJ03QlLBUay2V0l7fyDCu2naVM4nScFVVkjSaiUkq1/y8tdOkPpoS0qRoagKX190LTJs2LahG2yuYaGmtI/1lbSZpkqpAKqWdFrQuW9PYGVJXSsZrkcaUupMuUb2kIktqQDWac0SVnBSs6hmphzo3eumXqVOnxjhbz8/xM2nVeWL9K2kOaUOVjdIrqqH0ieuvJsbqE+eyiYZNas1O41dKO/2jb016VgElReM5VTT2Eq+++mrsIfrFMVRZVesNllLKjjvuGLZUkUmX0muuM+l09zBbNtT5qSpXv6jy8pWD51Np1okSLqXdv65/56Z+kZZ+M37JSCaRSCQSfUM+ZBKJRCLRN3RFl7366qsRMqtMkZKwrLkKlKakH+m1qlwrpb0GkEozw1GT9Cp1o/pMFYs0mnSNFJ3UgGGq9YOkAAxNvVcTu0wSrPSI9d16gVdeeSUUK6qyVI5ZI8paR1JejrPXqEpNSkmlnTSWpc/rOEo7SIs4F6QO7Jgo/ajvvvnNb4Zt0qDj/x//8R9hSw9JQ9XaZb30y5QpU4JmkGLVVsW08847dzyP461/9IkKNClEqQ07ZtbPPP744x3/X8XXqquuGrZrz+93Hhx88MFhS91al862E+4XricpnV6iyS/ON5Mum/ziupFOd/z1nYpLaSznYR1TlV36RUp1tdVWC9v1IQWoXw466KCOn3Ff0C/uy9Jlb8YvGckkEolEom/Ih0wikUgk+oau6LI555yzrL/++qWUdspDpZnhn2oUw+Im9Y/hveouqTOVTqqRqnrK/5eik2pQRSEFIOVj0p9KHlUlUgaWmpfG22233cKuyh9prF5g3nnnLV/84hdLKe3KPe9NakDliNeiqsnkOZNtLdkvBen3WrPqgAMOKKW0h/rrrrtu2NJojqGJhyoQLXFuZ0fPYydPExK1v/vd74ZdKVO7bo4U73jHO8ouu+xSSmlXSko3mDgpJetxFU2q7KRxpLdUJkkdW3a/0ox+py0cHKfrrrsu7E6JxaW0tyywq6M+dw7pK6lV6+45t84666zSK5gka4dI21xIOTtG7k/SsFJOrnfvv6lFyM9+9rOw6z7qd2622WZhu7f5d9Za0y+Op36RjqtJ3P/7et3fTzjhhLB9vWA7gNdDRjKJRCKR6BvyIZNIJBKJvqGrUv9zzTVXa+WVVy6ltKuvDDUNhT1usqJJaCYpSW+ZSKmiSArAzpi1Bo/XJY0nnWPymNcljaZix/DWGkcmu1kbTFWb4WtVde29997l0Ucf7Vmp/7Fjx7ZqspUJW4bR1ktSGTPnnHOGrTJGtY30mpSB6hUVMx7/xje+UUppp0j9fmlRKTKVRk2JnKoBnS+33XZb2Na9uueee8JWyVhVNV/96lfLI4880hO/zDHHHK3aXsHWD6usskrYJr+6Dl03jqW0oaoj141KIxNUpRYPPPDAUkp7GwGpI6llu6tKg0pnLbnkkmFLOUsTWtJe39qd0oTBSv+WUsp6663Xs1L/tivRL6ro9Itj4Xg6D5vo9Ca/SJnql0otmyDpawbniPNImtnPu56lAN3PrEuoiqyXfslIJpFIJBJ9Qz5kEolEItE3dKUua7VakbBmuGZ5a0PNtdZaK+ymLpKG2oaDKrekS/yMNE6l4KS5VE41lZFXyeNxKS+vUYWPdaKkOAyNpZGqakSKrhcYNWpUhObbbbddHLfr5a233hq25cAN6a2B5DVKna233nphq8AT55xzTti77rprKaXdh4bx0nh+p90tTWS7/PLLw7bTpd9pbSwpkT333DNs1TZVESl1O1IMDg7GuKlEslup42dtLylJk56ltEwK3nTTTcOeMGFC2zVUmGBY20Go7LTmmIov6RfngVS0ya9S4SZgeh9SyPvvv3/Yrnm7N/YSg4ODsVZ32mmnOK5fVBlKKeoXW5foF6kwE7RVa6qKtU3CfvvtV0ppr9snXaniS7+491jG/4ILLgjbDqSulaa2ArVbbCnNKtrhIiOZRCKRSPQN+ZBJJBKJRN/QFV02atSoUGapNJH+MFnHsFhVltSVSYJSN6rIVHg0lZqu55SeUn3mtagik/Ly2i3TLf2iesaw1/N4XHVQpRV7ScuU8j/3XpVWhsjWjjKk97hjri9M2KoqqVLaa41JxzSVFa9jbb0kFW3SAVIQquRMQjPZ0MRf54jUjwpA/9brrYmKKqZGioGBgRgfkwkdG+eMY6z6UYpKGku6qqm7pPdoImVNknacnAdVQVpKc6dZqRuVmyrHrAXn9zuHpIZUF5ps2EvoFzuT+t3d+kVVli01TG7UL85/FaCVrvZahuMXFbVei/tZk19sAWEtO/c859rVV19dukVGMolEIpHoG7qKZIaGhuLXjC+SjWSspGtJCl+0+ovZBle+zFpiiSXC9heovwKMiGoOgb+MjEaGU1ZGoYAvuNWM+yvAXzxGXl6vwoL6gs4IoBcYNWpUjKkvc80L8ReL2njH0LHYZpttwv7FL34RdqeGZKW05xDouxr5+TLVl/Hmt3jtzhcbNFlmxZfcCj6cI5b4cQ74XbXMjdHbSDFq1Ki4DueGc8koTp+YO2T04L2bC6Rv9acvoY3qa9Try2i/xznu+CmA0SfmTnhOx9uoyvXnZ5xPihmsZD5SjBo1Kq7F/UZmRkGJfnG9y1Ao7LjlllvCdi9s8osClxrt1Jy/Utr90rRWllpqqbD1i9XWPafn0S8yCQqs3Ee33HLLsN1fXg8ZySQSiUSib8iHTCKRSCT6hq54m6lTp8YLIUuDNL0At7KrL6GkMwz7fJnmiydDal/OmidTKRqpCV+gGfZLR0htGWqOHz8+bF/++SLZl28KG8z9UFdeG2v1ugrz4OBghN3mIDW9qJXeMB/IMf/JT34StnSM5Ux8mS9Nec0114RdKR7zOnw5qgjCF/xSKlJxXpd5TdJrnsf8AHMhpGxrHo5lakaKoaGhyA2zArLzxJI3e+yxR9hW4XW+mXdi06q77747bOlMx1Aaq5bRcX74Yt58JeeNdIqUpz6RFnLd6JMNNtggbHM2pI6cW73E0NBQ+EA6X784nvvss0/Y3oPVyK1GbJ6QFJxryHGUxqqVtaXiFAboF1/wNwlm9ItQfOI9uV8ritAvioaGi4xkEolEItE35EMmkUgkEn3Dm86TURlj2QFDfWEFWcNB6STPIy2mQktlljkzlQ6TipMKEtJy0jWG+oaF0mIqMyzPotrO6rOGyTXE7qby9XBgqQwpQstNOFYXXnhh2Ja+qA3pSinlyCOPDFtFiXSkVKfKI9Uo1Y/SqCpwpOgcK5U//q2lL1RBSZ3WKrultKtnnEfSGpUe8XtGisHBwaD5zEdR5aXK6PTTTw/b0kBSS7V6cintSkApXxsFNs3h6kPnvtSR/pNudE36t65t15B7gfPDeWkeyBprrBH2mylfMhyMHj06/CKd53VYAusHP/hB2Db42nDDDcO2NI5+sVGZtKfzU0Vd9UtTUzN9+5nPfCZsX0X4t1Jnvt7QL1aBlpZ2no7ULxnJJBKJRKJvyIdMIpFIJPqGruiyGTNmhMLBUgMqiyxxYbhmCK7SSIrGsE9axlDPsFN1TKVXpFAMe1WOTZw4MWzDZO/DvzXsNbw0SVEFkRSHSquqyPEae4Hp06cHlWESmw2UTCqTppE6W3vttcP++te/HrbjpR9VJFnipVMzMSlCk9SkqCxZ4fhLqameshe9tJhz0PveaqutOt5TnWu99Mv06dOj3IoVlk3G9H71iWolqYqjjjoqbJuAuSZsvuX8lMZSrdnpe6R7VaWpwGqiOfWJJZgsJXPGGWeELTWoqsu9oJeYPn16nNv5YMKnylL3KssDqe77zne+E7ZVla1qLj2rqlB08ouV7PWLqjQpZPcw15kqMtWtquS8v+23377j9b4Zv2Qkk0gkEom+IR8yiUQikegbum5aVukyK4xKbZkgZ3hnUpHHrSwrZaASSIqmqXFQDWut4yOFo+pDms3qxFZZ9biqC1VMquSk0axK24mCsoFXL2AzOekYQ2FVd96b9bD0o/SfyiBrhElvqAyUmqz1wD784Q/Hscsuuyxsm9/pI2k0FYVWipUmcE6ZHCw14PGNNtoo7KoUUqXVC1SqUGrO69cnJtp9+ctfDtu5IvVqvUCh+qdJZffHP/6xlNKelGf17qZmgyrKnAf1fKW0+8TPS6HqTyk114qqtl7CtWKypPtZk1++8pWvhG1yt7Sn60CK0lpzTaq2urf4KuL8888P2/HRLyrKhOpa97ymteL1NvlFWnW4yEgmkUgkEn1DPmQSiUQi0TcMdJMYOHbs2FZNLKt1uEppDsUMKQ3vpWtUoGmrzLBvtZSaNFo9rrrFkvN+p+GlIaLfKb0npWd5axPcpCNMUpRqq/Te5ZdfXp577rmZfMMIMTQ01KoJpvYtVw2kX6T8rPklXaR/m3xaa2CV0k6fqMar928NLOteSUdIbaleshbctttuG7aKGdVBUh+q0fSL9E1Vz0yYMKG88MILPfHL4OBgq1Ihu+++exyX5vDenbdSr453rbFWSrvKR7/5Xa5tabc6V/SJ81R/O69NBnRNOOe8D+ko55wUqT5xLfq3559//v2tVmsmhzQCDA4OtiodZr24Jr849/SLc1y/OM7afpcqsm78Iv0opee+pV+sUdjkFyk1FXBNfpGOveCCC4bll4xkEolEItE35EMmkUgkEn1DV+qysWPHRhJS7VdfSimnnXZa2IccckjYKsRMGFOBoq3qxBDUkNXPWEup1tqRllPpptLKujzSEVI+JvEZ6qvIMUz1/gxlDat7XbOsYqGFFioHH3xwKaW9dLpKswMOOCBsx14VRJYAACAASURBVE0Vl+ouS+Fbdl3K5LzzzgtbGsskwKpUUnXj+Khis+6ayXsq044++uiwTdK1m6FqHxMzpX5UyVQFnJTqSLHooouWww47rJTSnuQmVfG1r30tbOeJPdtVMHr9jonqrh/96EdhS5dIc1Q1nT5R5eTatkah9eSkIY844oiwXfPSYpdeemnYrifvaZNNNglbKrSXWHTRRcvhhx9eSmkvZ69f9ttvv7CbErH1i6pUFX1SUT/84Q/Dlma25mEtta9fXIeW7ne+u55NkD700EPDdpz1y0UXXdTxev28NRrdi4eLjGQSiUQi0TfkQyaRSCQSfUNXdNmkSZNCxWPCmGXCVYgZOhvSWyOqqaR/U9lpEx0tGV7DO2krEzel2VQWeV2W8W9Sxv30pz8N245xKkZUTxmCVhWQnTl7gZdffjmSvaRI9IXtDaQ6brrpprBV2KicU2my3nrrhS3VKTUn7VapBOkaQ3rpOmkHy5GrLnTsVMadcsopYVviXorS+SB9U1VtqmhGipdffjlaGpjwqjrSee2YWP/KWmRSlXa9tF2DlI6+1Vd1nF23KotUVzX5xM+7bvyeE088MWwTDKWlpbRtdyCl2ksMxy+uFeuyWXbf2mWqXFVFSjO5L0kRd/KL32NirH5xLks/qih17nv8hBNOCNu11eSXU089NWzpu+EiI5lEIpFI9A35kEkkEolE39AVXTY4OBgUkWotqSVVGpbJlhowBDfUNNQ3qch6ZCpvVA5VdYw1d0xqsnufSU2qR6RZvA9DR2tP7bzzzmF/+9vfDluqz/B5n332KaW0h7e9wIwZMyLB1K6T1iKTFnTMheG4lKK1yy6++OKw11lnnbBVa5kYWRVbJsZKF0hFSinoR+kYVWd2B7SO3fHHHx/2Xnvt1fE+HIObb775NfczUkybNi0SJr1ffeJcskOi1Kufd924JlT52WZC29pZ1c+qmKRoVEjpExVoJmyqspS6s+y8lIsJo655faJCUVp6pJg2bVokQEoXOs7OMf3iPPTzUlfOZ1WFVTlWSnvdPNdr9YtqzgkTJoTdpGyVwjLR3M9sscUWYUt/2/lzt912C1u/OAbWg3RPfz1kJJNIJBKJviEfMolEIpHoG7qqXbbQQgu1qnrJMu+GkYbxotY8K6U9jJOikdIyYcgEIMNRlUaVXjF0VNmlislEL2tASdFYD0pqUAWc9b2k1KTIOtXxOvvss8vTTz/ds9plSyyxRKt256tJmaWUsu6664Yt1SLV0dS10ZDasTOkVg2kCsYkyUpNqGKp9FQp7dSQ6iV9YWKYNZikV1TGrLzyymGrQJR6kO6oSqETTzyx/OUvf+mJX97znve0jjvuuFJKKXvuuWccl7awVpsU7jbbbBO2tK2UoLTIvvvuG7aKLrvOqq6s81PlmtSRe4I+kRbSJ7/+9a/DVpUoXM8quS655JKO9+Tc3WeffXpWu+y9731vq9Kp0nauA1tVeE0mHOsX6STnlcm2xx57bNg1GbaU9lL71b9Sz9KYrhX3NpV4+sXXBU10rCo5VbF2zHVuOqeG65eMZBKJRCLRN+RDJpFIJBJ9Q1fqsqlTp0bYZfitiswEMKkK61KZUCldpSpLZYZUiMmbhnE1Mc9ET5PXpCakWaxBJKzTJI0n1afqpVIjpbTTNapzqjrEELkXeOGFF6KDXlMJcENnlV5SI1J7UmqquE466aSwpbTsdun9V7rMczsvhD6XmpCKbKKMmlo56BdDfedAvY9eJmM+99xz5fvf/34ppd0nKgubFJTWApR+0SfeixSZYyXl4edrIqc+MRFXWHPLBGypMyky1400umv+mGOOCVvqyPHo9RqpePbZZ8vJJ59cSmn3ixS69Lx+USHnHJPy935MenS87EKq0qzSmKp1m5IrVYXtuuuuHb+nyS9NrQa++93vdryukfolI5lEIpFI9A35kEkkEolE39AVXTYwMBBJeta/kpYxQXHixIlhS3NJszTVMVM5Jk2gAkrapyZQXXHFFXFM5YR0kSFwU1KVlI6hpuo2w8utt946bJP+zj777LDvuOOO15yvFxg1alSo3tZee+04LoVkzbEzzjgj7M022yxsFUYm0pl05ThKNRrK6/dakl4lj4mr1hCzNLm0kud2vgiTx6TdpDg8T+2GWUopN954Yymlff6NFKNGjQo6xuRGr0FKolJrpZRy5JFHhj1+/PiwVS1al86S9bbIELauqHXEvvSlL8UxaVBpNlVRKvv0g3SR1LY+OffcczvaUt4m8Vaf9Br65aMf/WjHz9hywJp43/zmN8O2HYJ+kVqXarQ1g+pL69TVPdX6g36/NNv3vve9sKX6pCgd2ya/2BrE87tHuZ5NLB4uMpJJJBKJRN+QD5lEIpFI9A1dJWPOM888rUrHmPSjyspkSOkHk5csb62SQurK0ucqw6TOTOqqag+TDu36prrNa1x88cXDfuSRR8KWdnjwwQfDVnligpnjaHKa56lU4ymnnNKzpL9SSplzzjlbK6ywQimlnYpUUWRCqTSXY2TpfJV5UlfSayZpOr4qBqvvnCN777132FI2+lallwo9qQyTK1XAfPWrXw1bek8fee1VWXXCCSeUp556qid+GTduXOsTn/hEKaXdJ1tuuWXY0k/OE2uR6RMVcc4xS8pLXdk9UfqzrhF9okLJhFvXsKokKXK/XxrJa7Tb5D333BO2a1sFmuuyl8mY48aNa1W60O/eaqutwnaNS3NJfUuJOxb+rb7WL9L4qiXrnio9vcsuu4S9xx57hO1YSV16LSaY+hpBvxx44IFhu0ebdK4K0b0jkzETiUQi8ZYjHzKJRCKR6Bu6UpfNOeecUQ7dpEtLgBsu2iHREv1+XmpFNYTUmaGbqrNOn1etYZ0oQz4pANUblj4XqrSk+lTJmKhmZz1DU+t39RJzzz133Otjjz0Wx62/Jj0k7SLlpy8cc+H4mzzrOaW6KtX4wAMPxDG7KkqFmeArFVZpp1LaS9brf+/joIMOCls6QHpK+rAmj1qzaqSYZ555yuc///lSSvvY2NFSlZHl5ddcc82wpZNNtFQt1NSV1XOK++67r5RSyi9/+cs4ZgJtUw05lW5Ntej0ifdhfTX9ozJKqqeXbRfEPPPME9SYyYrW9jLh0PVkUrKKMlWpTX5RDeg5pXBrewP9stJKK4Xt3jocv7hH6xcVqLbCsO6h3yV1rkp1uMhIJpFIJBJ9Qz5kEolEItE3dKUuGxgYeK6U8uQbfjDxRnhnq9XqXMDrTSD90jP0zC/pk54i/fJ/E8PyS1cPmUQikUgkukHSZYlEIpHoG/Ihk0gkEom+IR8yiUQikegb8iGTSCQSib4hHzKJRCKR6BvyIZNIJBKJviEfMolEIpHoG/Ihk0gkEom+IR8yiUQikegb8iGTSCQSib4hHzKJRCKR6BvyIZNIJBKJviEfMolEIpHoG/Ihk0gkEom+oav2y6NGjWrV1qS2grWd8Zxzzhm2bQRsF2oL36GhobAnT54888JoxetnbCNsm9R//etfbf+W0t7m2Wvx+6dNmxa27VJtjWs7YdtCL7bYYmHbuti/nT59+mvO89JLL5VXXnllZp/WEWJwcLCjX/75z3+GPc8884TtfTq2Xqvj/8orr3Q8brtix7HTWPv/zgXHVt/6ecdT3/n9kyZNCtu237ag9vO21K5j9+KLL/bML8Pxydxzzx22PvE69Ynz3Xa6TT5xrGwLXMfZ8Z5jjjle97OltPtEv3mNzqemtfLf//3fHT+vT7ynZ5999vle9ZPp9x6mX5y33exhrjfnSLd7mGOoT3uxh5UyfL909ZAZPXp0XNQyyywTx6+//vqw7YPtzX/4wx8O297aiy++eNi1x3Up7YPrQNhvev755w/7kUceKaW093HfbLPNwtYpTz/9dNhuQj7knGgu3DvuuCPsY489Nmx70nvtL7zwQth1Ul988cWllxg9enR5z3veU0op5SMf+Ugcv+KKK8LeZJNNwvY+HVsn3zveMXPu/PrXvw7be1tyySXDtue5E732tPf/vUYXuj3en3vuubDtof7ss8+G/a53vSvsu+66K+wTTjgh7Isuuijsd7/73WE/+uijYdd5dMEFF5ReYfTo0XF9rpWrrroq7I033jhsNyev0w15gQUWCPtXv/pV2PqkzoNSZo59Ke2bRu1n71pafvnlw3a++xl9Muuss4btBr3IIouEPXHixLCPP/74sC+77LKwnX9PPPFE2M6/448/vmdNxnq1h9UxLGV4e5g/fN5oD/vtb38bxzbffPOO1+L3N+1h/sj2Ide0h11zzTVhu/95ftfrSSedNCy/JF2WSCQSib6hq0hm3Lhx8ZT3ibbqqquGPe+884ZtaOXT218+ho7+Ihg3blzY/iLwye+v0Q996EOllHba5MknZz5oV1pppbD9Veev4fvvvz9so61Pf/rTYe+5555h//jHPw7bsNdfDTfddFPYhx9+eCmllPHjx5deYu655y6bbrppKaU9Ylt33XU7XpPUmePlL5bZZ5897Pe+970dv9dfs/pF39VfU/rZiMlf7f4K+9SnPhX2JZdc0vF7FlxwwbB32WWXjp/X10awN998c9jVp9ILI8Vcc80VkYo0h7+SHT99IqVmJOOvSyMWr9t16a9n12I9j9Sy37PsssuG7Wc++clPhn3llVeGbaSpT3bbbbew9YnXYnSkT/bdd9/SD/RjD1tooYXCfuc73xm2/nIPMyL94x//GHanPczo3jXhvHbffOCBBzpe7yqrrBJ20x7W9IpCvxx22GGlW2Qkk0gkEom+IR8yiUQikegbuuIHJk2aVG677bZSSilrrLFGHDdc9mX7ySefHPYHPvCBsFUrGFI+9NBDYUuL/OY3vwm7ifapL80MRQ3vDfne/va3hy11Y6gvHXHSSSeF/cUvfjFsQ92dd9457N///vdhb7TRRmHXF3qqR3qBl156qdxwww2llFLWWmutOC4do798we3LTPHBD34w7MsvvzxsVUi+oNSPjuOf/vSn1/yd537sscfC1p++NFYooP99abnHHnuErThgm222CbvOkVJKWX/99cOutKqU3kjx0ksvxZxbc80147gKJamzc845J+xKm5TSTrVJW0q5OvauFdel66ner3/30Y9+NGzFM/rknnvuCfv9739/2AoFfMEvXSZVud1224XtGtpggw3Cfvzxx0s/MGnSpHjxLUXW7R6muEV6uGkPUzzTtIfdd999pZT29eMeJvUupdePPezhhx8Oe8MNNwzbuTFcZCSTSCQSib4hHzKJRCKR6Bu6osvGjh1bVl999VJKc2LQl7/85bDrZ0tp173/4Q9/CPsvf/lL2IZ62obyd955Z9iGejX0lX5RXWGil4qmJZZYIuxvfetbYX/iE58IW/XGiiuuGLbKEykyw1dValW1Y2JULzD77LOX5ZZbrpTSrkwx92L//fcP2xBcFZkUhdetAm/hhRcOW4WLPjWH4/Of/3wppZQbb7wxjnmNfo/0TVXLldKeV6FiyhwLKSYVS7fffnvYTXkGlb7TnyPFHHPMEbkn+kGqdO+99w57hRVWCFvqxvnsWnFOqm6SIpWi0d5iiy1KKe1jo7pMulHKx5yN8847L2znh/5x3aqYu/vuu8OWonQu6M9eYuzYsW00WYVzwz1Mmnk4e5h0vXuYlG83e5jqMseqaQ876qijwnadO1+aVGruYU1rVOXhcJGRTCKRSCT6hnzIJBKJRKJvGJD2eiMsvPDCrRpKSq28733vC1tqwGRIP28JC6kNk/GkFVRMWZ5ElUYNHw01l1566bBVtKl0spyE12WipzV9DFOlG1RydLouP3/VVVeV559/vmec2SKLLNLaddddSynt4bXhvbbXLW0kRagaSErNJDTVNlKAjnVNTjPR82Mf+1jYKr6kGqTXPv7xj4etekc0KXn0qXNTheGDDz5YSvmfcj/PPvtsT/yy8MILt77yla+UUtrXgdSWqiSVW9IvlQYtpd0nzjGpDSmqpnpy1SeuPf9Omnm++eYL27UiFaOize/0Xn/5y1+Grf+l2p2jJhWeeuqp97darZmTYARwD3OvUC3XtIdZ9sZ5Jb2oL9zD1l577Y6fN4n7/6s9THqtqoX/93EVg0173llnnTUsv2Qkk0gkEom+IR8yiUQikegbulKXTZkyJegKqwtLeZhgJqRWhGoUQ0Dpj+effz5sE9tUjNXQvypnSmkPL6ULpHys76V6w6Q5lTeqZFTyGOJ6zgsvvDDsqsLptbpsypQpQUdIdTQl2zXReR63mq4qGSkQ54B0oeNSaTLVQlIEKn0M702I089SavpRW7+rdPNeTTBVpdYrvPLKK/HdqnOkXKScHBOTLq0npU+aarjpk6WWWqrj+etnTMT1e6y/VZNpS2lX/FnTzMRA14o+cf1Jr7kv/OQnPwlbNVQv0bSHOffcw1yrXqv3M5I9zHGse9hnP/vZONZEeTbtYa4Va7PpF+2mPczE2E57WDfISCaRSCQSfUM+ZBKJRCLRN3SlLptrrrlatWS+IZ+NelSIGX6ZyKXSwfDOcNQQXDpAdKJoDFdVWhleSrmo2DE0VQ0lZeDnVX78/Oc/D1u6xuTFmsA1YcKE8sILL/SMMxs3blyrKrC23nrrOK4SRDrEZlaOoRShYbyf8X5UHvm3qqaqYsiwXErPuSDtoKqnqU2Ayjh9ZEivSsm5IfVUFTY33XRT+cc//tETv4wbN65V1Xqf+9zn4rgNo6RipNRM3DNZzrUipSaFqU9UCLmeatn5poZxrhX97WdUhfl570MfqlyqNbpKaZ83fpfr6ZJLLumZumw4e5gKMWm0LbfcMmxpc9eKdfne7B5mMm6TX6TiXM/6RVpMmrYXe1gppZx33nmpLkskEonEW4t8yCQSiUSib+hKXTZjxoygLo477rg4ri1FZtgvnSEtourIkNKkS5OaDEENKyvtYiiomkillRSEiirpC2kHkxGlLFTVWbL7uuuuC1sFT6Vr/P5eYPTo0UEBWrvI2liG3V6r9IZqJMN+y5objntcqtHzVyqhqSe6NJr0jraJk9J+fqeUmvWgrEdm4tl6660XdqX0etkZc3BwMOaqNfEOOOCAsKWTpHBNxlxyySXDdq14rd67NIew33udw/pEilEaTT/oK8/XNG5Na8U1Z0uH2km0lHaf9xIzZsyI63LfskWBe9gyyywT9nD2MKnLfu5hzmuVg8LkVn06nD3s2muvDVtlqvvFcJGRTCKRSCT6hnzIJBKJRKJv6IofmG222YL+UUFkcpU1pyxfbthn6GYIqDLNMN36TYasqipq+Go45/kMKVUoGbpKO1hfSPrF80gdSbWZyGTNpqqk6XUy5ujRo0MBYv0x68Vpm2xnKOz9Sxc6zlJk+lQ6ztpPlVbRb01Jrx5XCeb5pMhUz/h5w37piHXWWSfsTh05e+mXoaGhSPJUwalayS6DqsWkXxxv6Q+T+6SrpDz1iXO+UlH6RApFn3jcsZT+kaKTIpJm1j/SbiYSus7cF3qJ2WabLWh8KT/r3bmH2dpDStF7a9rDpAXdw6RJXVt1vjTtYfpZfzov9NdI9jC7Yd5///1hOzeGi4xkEolEItE35EMmkUgkEn1DV3TZtGnTgqIw1Df8M6S0JpQUmfWkDDs//elPhy1dZlgvjWNoWJPuTIzyugzppfpUchguel0mPhmy+rd2AT3xxBPDVr1RO9JJgfQCU6dOjbDbpCvVQ4a50mVSBrXkfSntyWYmyUoBmBymMlAqpSa1NiW4+dmmJFnHXHpTClDK4t577w17o402CvuMM84I24TAWj+tl36ZOnVqUEfer1SI9JM+8V70iQnC+sS14mccT6nIOif1ifSha6iJNlXdJD3p/PD+vI/1118/7B/96EcdP7PKKquUfsA9TJrfPUYaWBWZe4LX6t7mHiYtOJw9rNJSTXuY89Ox1S/C63IPky7rdg+riazdICOZRCKRSPQN+ZBJJBKJRN/QFV02++yzR5dCy2Tb9c1w3c9Yr6rSRqW0h6PWD7KmjrSb9XXssFeToKSIpHyakjHtiGeYanjr3958881hS+OMHz8+bGm3TTbZJOwa7vYy6a+U/wmdV1tttVJKO3ViaCtlY3itQks/OkaqVKTXrGkkfWBCWq0R5ndKEai8kr6x1pXjqdJFCuCuu+7qeF033HBD2Cp1dthhh7ArldqU1PZmMHbs2KBOpJZWXnnlsKVCVGW5bqyvJf3R1L3SmmzWbZOOq593rUpbOt4et86W1I3KLK/FOm0qoOzk6FzYdtttw25KKh0put3DtE2SdQ9zf+p2D7Pr6xvtYa4916ediZuoNvewW265Jew3u4d1g4xkEolEItE35EMmkUgkEn1DV7zNyy+/HOXjDfMM3VX8mBgmHaAaxWRFQ1CVS4bUhoydkg39rGXvpXxMUlMNZ3jpPakIMqFPxc6pp54atmG497fTTjuVUkq55JJLSi/x4osvlgkTJpRS2pP6VJppS6k4LkLViefUL7VkfCntfpECu+iii17z2TXWWCNs6QjH0xYAjr/JY1Jw1iLznOecc07Y3uvdd98d9he/+MVSSjsdNVK8+OKLUf/JdeAck8KUznKtSItI4UrzSjOauCpFIo1SO1CqljIp0vkrxajvpY78jGOsT6R9zjrrrLD1oarA6pNeY9KkSUHjmbg8nD3Ma3UPk5aUonYOO7ddK6r6erGHeVzbNWTnz6Y9zDXkHvZm/JKRTCKRSCT6hnzIJBKJRKJv6DoZs4ZsJrn97Gc/C9swyxBdpYWqE0NWQ2oTmaRfpDSkEqoywxLh0g6qVVR6+PnnnnsubNVN1ve64oorwjapU2rCxEe/t1JWhqi9wPTp06OWkYq7q6++OmwpANVXhtomKFrqXwrGpEupK31hXaVaKl1/+nf6Vl/oZ+uVCWm8Sy+9tOO1eE6VTyYN1rpOzteRYvr06UEv2e7hmmuuCVvqTArTuadayfPoE5VbzjeVQ526NzrGnk8FkWNmAqDnU4lka4JKy5XSrtyTampq42ACYC8xderUWOcmXTbtYVJX7mG2KPDVgXuYc8wxddy955o8qz/dwzzHcPYw1YAj2cNcf+4jw0VGMolEIpHoG/Ihk0gkEom+oSu6zG5/TR0VVWAYiqmGUXVhIpE0iuG4xzt1kitlJl3mMakgw35VGtqqbayvptrGUFZliCGw6hGpgUqXGYL3AoODg/GdJsYZ3nsPjoWUk+MsZWPY77VLk1jKXQqsU3sDw3spC+dOUyl5KSYpFeeaCabSNE3122pyXC/pMn3y+9//Po5LJzn3nFd+xmuS/vC+hrNWVIbV446rPvF79Ik0qFD15r1Kv3ivzid9ImVo0m0vMTg4GGvSpEf3MJWVI9nDXCtSTk17WL3/Xu1hDz30UNi2hmjaw/zbpj1MXw8XGckkEolEom/oKpIZM2ZMvDQ86aST4rhVVS2Dcfnll4ftryZLn/giVBGAT9umF/+dcj98IaZ+X824Gn9LoAhf5vnrzKe9vzh8geevA3N/6ov1phfZbxazzDJL/Pq97LLL4vjyyy8fttVhfcnpLxyjEX+R+bJf0YDj6y8+XyLXzyt2MKryV5i/IP1Vq2igVkwupV2/7/UKRQDeq/fkZ3qFWWedNX4dX3jhhXHcPIpaCqiU5hfP+sRfxkZizmGjmqa5Wu/dNekLa79fxqLJJ1ZMtryQ69bvcn4YKTlfzZnpJdzDvve978Vx97C11lor7KY9zGisaQ8z8mh68f9Ge5hjNZw9TMZAEdBw9jCj4zfaw7pBRjKJRCKR6BvyIZNIJBKJvqHrsjK1gmcT3eALNMuHCHMwpAOkSyxD8tvf/jZsmzV1etn+hz/8IY6ZV+ALK19k+TJTSsdcHstjnHnmmWH7gtnr9WXmddddF3bVqlsxuBf417/+FeGwtJUUni8bvR9pJsN078ExMryW9mqipWq/epvc1dyZUtp9rl+kb6xi7Hha0dicIHMLbNwlTWkl2jofrdg8UkyZMiVEGM4NfeL9WurD6/QlvPNdP+hz6ScrnPviv665hx9+OI7pE1+IKwjwHFJht912W9jSmVJN0qJWzxY33XRT2HXe9BrD2cMUzNjIS7i3SD/9X9rDagmwUtrpwOHsYdKhrrlll102bKn510NGMolEIpHoG/Ihk0gkEom+oSu6bGBgIJRhqmSkLS644IKwbQSkGkKVhHSZdE2TDt2yCaKGqZ6jSU2kAkdb1ZtKF+ktQ+MvfOELYX/7298OWxWQY1BzP3qtZnrb294W4a10heoSKQ0pTWmxpp7kjoX5K9Ie3rPjWKkrP2uuiyodqRm/R4rJcF0KzjG1IVmtAl1KOwXnODVVoh4J9IkqMtVH0nPSQ00Nuxw3x0GVn/NcZVInn0gluj679YlKTHMz/IzVe88+++ywpVw33njjjsd7iYGBgbg/9y33s/PPPz9saUzHSFWYdKUUZdMe5nxTDVb3MJWDjkO3e9iKK64YtnuYe65r5Vvf+lbYTXvYm8kly0gmkUgkEn1DPmQSiUQi0Td0RZe1Wq0I5aVZLAFhSO1x1SibbbZZ2DZcsgyFYaQUmclh0jj1uCG63+m5VW8YXhrGSr94LX7nnXfeGbahtKG3iXg1PO91Mmar1QqVmAlzJlSpOlKt5RhJo0nrmEjm56UDVNWonqmfkYrTF9r33HNP2KrhVIs1KbVULHoek8dMFL7yyivDromsvewr32q1ws9ShbXicyntdK5z0jH2vqRL9KH+0SeqxD7ykY+EXRVFjrE0sD6xCrSf0Sd+Xp/4nTaJk1JTvaUazRIuvUSr1Yrxcg+z8ZiUkHuY47z55puH7R5mOZZe72HScsPZw/x+sdxyy4XtHuZ1mYDZaQ/rBhnJJBKJRKJvyIdMIpFIJPqGruiy6dOnR6htuGzoLi2iQsE6PtIEJnipklFhYcioMsIQt1bzrVWiS2mv0mtIa+Vfk5eksazjvmr2OgAAIABJREFUIwXhd6qqWWGFFcJWmdUpOU2VUy8wY8aMGDsVSI6/1IB0gLSESV3SfyZ+SQeYyCWVIk1X6ypZ88xK0Z7birNeuxSsfvFaHn300Y7nMZlNKkHFV63D5/2MFDYtcyxNfnWt6BOrMHtN+kfaUAWYn3GtWLuqKqCk30wWdL4vvvjiYbtWmtSEUnDOA+/JBlrSuNZAO+2000o/4B7WRCG7VrxP6yk27WHuM46de5hj9Gb3MKukN1V7ViXovPA7pcXdw1TPNSXYDhcZySQSiUSib8iHTCKRSCT6hjdd6l/limGhoaBqDGkRlUiG9NYMkvYxfFW5ZShZQ1lLjatykqYwGdSENKkYVVqGxp5nwoQJYZs01dS4rSozVHH0ClUNp4pFylFKQ1pSFZ00nxSMVKefseGZFJW+q+OrokjqxFDfMXReCGkCaTcTD62BpVLHsbFXeaUDmhJ93wxGjRoVvpdadq14bV6/NIdUmxSZVJfjbTKydc/0W/3bJp84x5tUZELfS8tIAZp4qorPtgJeo60pfvOb33T83jeDMWPGROLrcPawpsZuTXuY9LP34x6mcqsXe5hzwbkjRe3cllJzD3Ofa/K76jJbbbweMpJJJBKJRN+QD5lEIpFI9A1d1y6r4Zi1cC699NKwv/71r4et+sekJmkxE4MM0fyMlIHJbFJwNZSUwjHUVT1icpwJSyqUpJG8dmkFr9fz+Bmpm3XXXbeU0k7L9QKzzjprfOe1114bx88555ywDznkkLBVgpnUperOcVRVZPj+1FNPhe09qaSpf+v5VFVJ3amqUVGm2ulXv/pV2D//+c/DtvaXKhwVZVKgnToLOkdGiqGhoaCuLJVuXSx94lqxJpuUl/PK8dEn0ijazufqE88tzeK5VVQ5D6RWvF594nVJi7puvAbXn3OxlxgYGIi56lxyDzv00EPD7nYPkypv2sNcc1JwvdjDpN+Gs4c11e3z2q+//vqwbRkwXGQkk0gkEom+IR8yiUQikegbuqLLJk+eHOHwrrvuGselaAxzpUIsdS39oWLC0NyERUNqP69io4aGhvSqRzyHSh6TjrSlD6zBdOutt4ZtVzuvt9IvpbQnO9U6Wn5/LzBp0qSgL3feeec4rl9UHRleG4JLk2h7n4bg0iH6WkVdVaY0Ja95bq/FsF8lj37x+w3pm1RQTUmLlaaR0hkpJk+eHD7ZZZdd4rg+aUo41j/OFa9PylEVp+om/9ZxruopEz1dk1JEKpGks1xb0pP65Oabb37Nd/7vc/pdqhilxXuJ4exhquUcQ/cw53A/9zCVqNJorjfVhU17mAmw7mF+f9Me9slPfjJsa9kNFxnJJBKJRKJvyIdMIpFIJPqGruiy2WabrSyzzDKllPYQXYXCFVdcEbYhomoFQ+d77703bLvKqTTy/IbUJnJVxZShpioWqQYVGyZ6mWh04403lk7w81JT5557bthNKpyqgJo4cWLHc79ZzDLLLJFMZkKj3+39OM4mbBk6P/zww2FLgUoTmARmUqshfk0CbVLA6E8pI5VR1h9zfnntKnZUB51wwglhqy4zOW3TTTctpbQnwY0Us8wyS8x/aQh9oupM6kxqU8rD5NOmBEjXpT5R9VSTQB1v64xJ+QipGCnk8ePHh60/9cmBBx4Ydq0VV0r7veqTddZZJ+yf/vSnHa/nzcA9TDTtYVJU3e5hjmPTHiZlWSlN9w//rmkPs+6cSayueX3tPHIPO++888L2GtxTVHFecsklZTjISCaRSCQSfUM+ZBKJRCLRN7zpzpgmMploZEhpmGXobE0j6zepaDA09DPSDSosaqjp31lTyM8aLlrDSvWM3+lxKRcTnOxgaI0pKYtK36ku6QUGBweDXrQelffsWEh5GbqrGDK8blJ0WZvJe9K/lSpSlabSSX8a9kvvmPQpHXTbbbeF7dxR1WQ7Bu9Jv9QxU1E3UowaNSpUbs43VVwqwTwu/SUlLEyoldLRh1Iq3ltVpjkens/v1CeeW0WTajGpYH2iomnZZZcN2yRefSJd20vYsVR61DnmHub89Jqa9ifv2XXg/HdfVJlX6erh7GH6xT1MVZ7rVopaSs89zLWtEtNr9BXEcJGRTCKRSCT6hnzIJBKJRKJv6IouGxoaCrpIBdFmm20WtrWLDNdU+Vx99dVhG45aOtqQ3fBx6623Dtsy1ZtsskkppZ1OkTYxQa+p02ZTl0zLy9eEylJKWXvttcM+5phjwpYG8f5q3R8T6XqBVqvVdt8VUkV333132CZLWotIikpFlMelGPxOWzAYsi+//PKllPbx18+qdKQRpBylffSRyiQ7P9rJ77jjjgvbxFjnb507zteRYmBgoKOKa8UVVwxbVZJ0levJ2ncqkVTfmSCnT1ZfffWwpVGrAkna0nPok+EkaUqVqpKzppmdSI899tiwP/axj4UtHbfxxhuXfsCactL8m2++edhNe9iJJ54Ytoq6t2IPE84d14d+Uemrr9daa62wh7OHbbDBBh2v4fWQkUwikUgk+oZ8yCQSiUSibxgwlH8jLLjggq0ddtihlNJOMz3wwANhqxwxpG+iqAwjTcaS6lHJ5uftMFeVFypzmjoPqvowAdGwUypGVYnhqPWOTFJaY401wlZVU+/76quvLs8///zM7MQRYv7552/VEFyaSdrK5DkpLxMtVSA1dc+UYrGmmPSJyZP1b5s6aqrqaeqqql/8/qay5lIZUprOTRP8asuIa6+9trzwwgs98cv888/f2mabbUop7TSTtJ71pEzyNclVqtA57Hib9Nek+uqUgChd5HzXr3ZUFa5h6Vd9YgKuFLl0phTmVVddFbZtPC644IL7W63WzA1hBGjaw6S5HCv3MOekc9U9yeRJ761pD5Nmriqu4exh2k3rQ+pyOHuYCtk111wzbFWcftc555wzLL9kJJNIJBKJviEfMolEIpHoG7pSl02bNi0UQIZxhlAm8ZjEaMKQdICJPoavKhqkFezI2anbnsotFTXSKUsttVTY1itTDdNEqVm/SSpG9cYZZ5wR9he+8IWwqzqolyqmUtr9Ii0p5aC/pFdMnrMWmOoyaQJDasdRWsHvqgobk9SkRZrqdEm5mcjrPelrk9M++9nPhi1VZfdDlVdVhSO1OVJMnz69YyKl1+P1qxxSCWjyr0ovqSjPaTl6159tFCot7VqVNnF9+v2uQ32iv70n15OKOeffxRdfHHbtHFtK+/rrJaZNmxZ+8bqlmbrdw5qSnoezh3mfvdjDpMV6tYftuOOOYasAHS4ykkkkEolE35APmUQikUj0DV3RZXPMMUeEZqeffnocN8xVtaOiyeQ3Q03VNtILhq+Gj6o6VEPVukcmr+25555hG0Z6LSaGWdNHekeFj7SDVJP3ZIKZiV31Gj1fLzBu3LhQtFmmfLnllut4HSrK5p9//rCtY6bCRepMu6ljpn6plISdK7fbbruwVTjpfxPfDOOlAKRLpdGuvPLKsKuSqJT28vgqImutqm6Ulm+EsWPHRgLiZZddFsdVRKra8R6lk/SPNee0O5WLL6W9LphqpLqebrnlljgmJaJCTcpHn5ig7LlVLqk6M+lw++23D1uloYnOHu8l5phjjlB09WMP0xdSVMPZw+qec8MNN8SxvfbaK2zpR6/FhGPpTelvlYZNe5i149zD7rzzzo6fGS4ykkkkEolE35APmUQikUj0DV0lYw4MDDxXSnnyDT+YeCO8s9VqdW4/+CaQfukZeuaX9ElPkX75v4lh+aWrh0wikUgkEt0g6bJEIpFI9A35kEkkEolE35APmUQikUj0DfmQSSQSiUTfkA+ZRCKRSPQN+ZBJJBKJRN+QD5lEIpFI9A35kEkkEolE35APmUQikUj0DfmQSSQSiUTfkA+ZRCKRSPQN+ZBJJBKJRN+QD5lEIpFI9A35kEkkEolE35APmUQikUj0DYPdfHjUqFGt2jfcXuL2G59zzjnDtleN/a6nTp0a9tDQUNiTJ0+eeWGDgx0/Yw9xP1P7vdsDfq655up4LX6/va9nzJgRtj3r7Yn98ssvh73YYouF/eKLL3b82+nT/1979x50VVm2AfwBQwfELDVB7GBnzcyisrRQs5I8FaYJmiMeEM0sTZtyijSZTFOJHFLTJrWUlCxUEDyWlacQ7ahmWdnRU1hNoMzUy7zfH81z+9v27q+9e9cK+777+uuaxWbvtZ77edZ672td9/2s+afv+etf/1pWr149ojSEjMvTLy7rrrvuYB1b93d/9NFHgz/vec8L7vjIjY9jIne83T/e8VmxYsU/fd7zcpz8jieeeCK48dl4442DP/jgg8Gf85wn97CqsS+llHHjxgV3f/pNNtkk+B//+MfgzpEHH3xwRVOblv1/WivG37nfy1rxvPwtv+fRRx/tKS59PWRGjRoVJ/Wa17wmjl9//fXBJ0+eHNyLf9WrXhXcSbbFFlsEX758efCNNtoouIvxd7/7XfBNN900+C9+8YtSSin33ntvHNt7772HPJeHHnoo+J/+9KfgTpBnPvOZwV2MN998c/A5c+YEX7JkSfBnP/vZwR977LHg66+/fimllMsuu6w0iW5xue6664I3FRevzQn63xyXerNZsGBBaQqjR48uO+ywQymllJe97GVx/Oyzzw7+4Q9/OPjPfvaz4D//+c+Db7311sG9CTs+Xtcuu+zScQ4VF110UfB6Y3/pS18ax6655prgO+20U/Af/OAHwR9++OHgBx54YPDZs2cHnzZtWvBf/epXwb3Wj370o8FnzJgR/Lzzzgs+ZcqU4LNmzWpsJ8tRo0aV5z73uaWUUl772tfGcdfKO97xjuDeYF/5ylcGd66+4AUvCN7tHuZnXCt+5oEHHiildM6Fvfbaa8hzMRbOhdWrVwc3/mPHjg3eba0sXrw4uA9//zDye+bNm9dTXPraGXPcuHGDU6dOLaV0XoCLwgeCT1Iv3r8aXvGKVwT3SerNxED4F8Evf/nLf/r87bffHse82dUFX0opv/3tb4PXv2pKKeXOO+8M7l9+b37zm4P7F9kdd9wx5Pf4l5A3uZNOOqmUUsrJJ59cHnjggcYymU033TTi4l9nw4nLVlttNeTxfuNS/yr+3ve+F8f8a/dNb3pT8P9Lcdlyyy0Hzz///FJKKTfccEMc/81vnlyXZlMTJ04M7qL+9a9/Hdxr33nnnYM7Pv6R4fGFCxcGP+6440opnX9Rr7feesG9J9x1113B/ePojW98Y/B6naV0j7Nr25uif9gsXbo0uA/XO++8867BwcHXlQYwbty4wfog9Jrvv//+4PUhVErnX/RmGH/+85+Du1ZWrVoV3Buya8Xv9PrrH03dxtB7mPPCNe/9z3W7/fbbB/e+6BzxvFznrpVZs2YFP/zww3uKS76TSSQSiURryIdMIpFIJFpDX3LZmDFjBqu+/Ja3vCWOq28fcsghwdWfTX99UbjNNtsEVytU/lA+UJYxBa1pp/r0dtttF/w73/lOcPVGU0olQFPQc845J/jhhx8e/NZbbw0+c+bM4Pfdd19wJZF67hdffHF5+OGHG5PLxowZM/iSl7yklFLK2972tjiuvNJLXEzdfVdjXEy1fUfQZlx891Lfa5UyvLj4LqjKJk3GZeONNx7cfffdSyml7LPPPnH80ksvDe44/f73vw+uFOWLXL/nyCOPDO67D8dH6UypZdmyZaWUzvjV+VNKKQcddFBwx77KbKWUsttuuwX3ndnJJ58c/DOf+Uxw54fxVzrz/YAy7rJlyxqTy7yHvfWtb43j3mMOPvjg4Oeee27wbvewbbfdNvi3v/3t4EpdrkVluqHWii/7X//61wd3Xmu8+Mtf/uL1Dcm7rRWlucMOOyy474W6yapz5sxJuSyRSCQSaxf5kEkkEolEa+jLwrzBBhuEq6WbZ9s0XjulUoipmBLNZpttFnzChAnBTUdvu+224MofNfXVJaJVUM++9lxlgtNOOy249kY/r0tD/PSnPw2uw8Trqw6iESMaU8pKKf+ISx1r5RXjcsQRRwRXJugWF+Ub4yJ/9atfHdy46Gqr86VamUtpLi7aQo2L47u24rLOOuuEm+2WW26J40pbVbYqpVOS0AmozKgsolytzPHd7353yO+54oorglfJTqvyAQccEHzu3LlDnq8ymjL3PffcE1yZ22s666yzgr/whS8M3s3JZfwdp+Figw02iOtWynatvO997wuui6+XteJ9q9s9zOvxHlalbo8pyykhGlvvs0qO/qaff8Mb3hDc+7hxtD7KtaIE2ysyk0kkEolEa8iHTCKRSCRaQ1/uss0333ywyi6m0VtuuWVwC5ZqBetTue4ZXR2maKaGyju6NCy0e9GLXlRK6SwEtEjK1N1CI7sVeF7Kbjqd6u+U0um6Mr3XSaM0UD9/1VVXlRUrVjSmzTwd4tLNaVbHq9t5NRUXpTZdOMZlqPlSypMS06JFixqLy/Of//zBWuXuNerm0Ym1xx57BNdxZFW+1ffHHnts8B/96EfBf/jDHwbfb7/9gjv+VYJT+lAW+uQnPxncsVcSdV4vWrQouFKM8p5uKCv+LZy9++67g+tqO/rooxtzl3VbKy9/+cuDK50531wryrOuFdeZ66abG3eoOenv6Gjz+ywstluB56VsbSsZZWZj6hgoXdrZw7V1wQUXpLsskUgkEmsX+ZBJJBKJRGvoy132xBNPlB//+MellE55xJRy1113Da5bx7RPiU7Xg91fdakokSnR6EyqKei+++4bx3SP+JvKLBaVKWtYyGTfJSUAC5N0T9lg76tf/WrwKjE07S4zLqbi/cZF9BsXi0CNS50nFhJ2i4vj3G9c5Mp1aysujz/+ePSFUla14aFymfKTzQ91KFm46Bg7VvaCcy7oQKuyi9KHc/nEE08MfuaZZwbXoejvG097EX7ta18LrhR24403Blea0zmoHNQkut3DnCfOZfv8eW3OFdeKku/48eODu1Z0g1kUXD9jA1ndov6mc2HPPfcM7lqxMFe5rNta8X7hfdaedc7TXpGZTCKRSCRaQz5kEolEItEa+nKXbbjhhoM1HVd6sLhIB4QpqHKJ6Zppt9KNhU8WAJoyvvjFLw5e3Si217Z1vBKZaaz7Qpi6mo7aVtvP65KyxbYprsVmdU+VpUuXlscee6wxbaaXuNhfSgfe/6e4KOtsvvnmwWvxW5NxWW+99Qbrb1x44YVxfP78+cGVJMQJJ5wQ3MJA15abR+kAs/+e+9hccsklwWtvLmNsQaFFq/awcz5ZoKecqpxpHy+lG/+v0pBSrL327r333sbcZRtuuOFg7eOmzOi16RBzrSh1OkaOo5KavctcK0pwuiLr2HVbK65Pv8+CTed4t7Xi57utFeE9TNlz/vz56S5LJBKJxNpFPmQSiUQi0Rr6cpcNDg6GdKHrxH45ppem2qZrFvfYA0m5ROeH6aiFaqaV1T2hbGLBnW4VpQbdFaaxtrRXAvBcLHayx5TFUW7ZWmUFf78JNBUXXTJNxaXKYW3ERQmm37h4fW3EZcKECbHj5vHHHx/HdXEpJykxWrio9GqvOOWvSZMmBXc8lT90ndXrfOSRR+KYriH/n2NvXG0Xr1PvpptuCu7OpW5tbcGoO4Uq73i+bt3dJE4//fTgZ5xxRnCLNJW/lK663cOUyNw90/npnNSN9q/uYX7WYknnlHKZ56KM2m2tuMWAu7kqqXkOvSIzmUQikUi0hnzIJBKJRKI19CWXjRkzJqQW0yYdB6bL9jEy7VN+Mr3XPaNc8rrXPWlgML023a9Sjy4ZHVX2CLIwSbfUUEWEpXS65DwvU1PdVRZHKQ3UlLXpYsz/hrjoKGoqLqb63eIi/pNxWb16dfnJT35SSumUG2wRP3369OD28HK7DAs53/3udwfXlaQUahws6pw8eXLw2gPNPnT2rfK7lVnq9ZTSuaOp8p7bByi/WsjpGq2FkaWUKF4tpb1izNGjR4dbUrlVSc7tEtyZUknTcVFmcq0oaVloaozse1ZdXN3uYc5x3W2Ov844C0C9hymv6S5WGnWtGCOvu1dkJpNIJBKJ1pAPmUQikUi0hr7ksoGBgXBMmF6a/ulS0YGhFGNrch0rumRM6XR16JiwT89QEoDnpYSipKSTQ7nE8/I3lXeUgCysmzdvXnAlneqY0THUBAYGBsKZM5y4KCH1Ehe/3zFS3qpxUUYYTlyUOCzeU5owLvahcndG+zS1EZfHH3+8LF++vJTSOd5uPXDqqacGV05yXtvy3nHwe/y81+uuoDrZqlxqDzG3IFBmdR64NYCxcjuCo446KrhuOAtSLTC10NYdIR2zJtHLWrEVvufh3HOtKO3VQs9SOteKu8F2u4fV71Qi87wcK39TWbTfe5jfb39D72FKvLr+ekVmMolEIpFoDfmQSSQSiURr6EsuW3/99cNRZOHU29/+9uAet9W4jglTLvvi6C7R7WLKaqHYxIkTg9dePkoltuU3vbfozmIrnRkWKeoe0aVl2nn11VeXoTBlypTgVY5R2mkC66+/ftluu+1KKZ0FYP3GxeK5p2tc3DVQyeBb3/pWcOOyePHi4EoJbcdl3Lhx5ZhjjimldDpy5Dp7dPDorJs5c2bwuXPnBnebgLvuuiu446z8Z8+0ugumsnXtZ/bU77PNu7s7Gnu3BrBfmlJMHYtSOmOoq+7ss88O7ny18HS4cK3YN6/b7rtyx3bHHXcMbrGyu5cqaTpe9knbdtttg9e10q1fmXKdc1n3olK1RaXd7mHKsd3uYboa++l1WZGZTCKRSCRaQz5kEolEItEa+tIHVq5cGYVKFhfpnDBFM3XWAWGfK10aymjd2s6b9ilp1YI03RrTpk0LbtGT52vhmem9n7E1tg6Mv//978HPOeec4MpRps91d0J3DGwCK1eujOI4papucVHyMi6ObdNx8bP7779/cOOiTKAbrpe4uMWBc6CXuMyYMaOUUsrll19emsJDDz1UPv3pT5dSOue77eKVCpX4dBdZGGiBXP3uUjrlNbcwcP0pRR166KGllE4pzuJK+8MplSxcuDC4DjTjqYRpbBctWhTcwkDjqSxmq/8msXLlynDa2cPPudftHmaRsdsbWKTqtgvKcd3Witdfnai6yKZOnRrcQmTnvjKz16G8p1vTteJ5uVb8re9///vB61rpB5nJJBKJRKI15EMmkUgkEq2h72LM6rawj88111wTXFeIsoUOCPsx2f9K15GuBx0NFg+aJk6YMKGU0tnHx3Tdoj97KillmCJ6fRaVXXnllcFNmZUJdBDp8KmuGselCQwMDMS1vvOd74zjxkWXjMVmxuXWW28Nvjbi4nl1i4u91oYTF3+3yiNKB8PFqFGjQrqqMmkppXz9618Pbjt1pV17VOkWVJZxDusMu+CCC4JbjKcUWJ1pOgvdodJ54O9b/Kosq8yipHfRRRcFVyKzNf7s2bOD67Qynk1iYGAg5pNFpK4V55tzUpn5tttuC+6rA+Vk14T3AdeQ/cJqTN0KwHNRRjP+yqXef30V4NheccUVwZ0jyng62Vzn9snrFZnJJBKJRKI15EMmkUgkEq2hL7nsGc94RqRyptrd3Eq6Zyyu03Wx1VZbBTcdtABPF5dSiKlplWX8biUXHTPKNaajprcWx+lKMjXVheL/Ne1UJqpyWZOyTCn/iEv9nV7iooTUVFyG2g2zlKdvXDyHtuJSC+Y+//nPxzELXpXsbCmv00y3mL3GbKmv00upTdnFz99zzz2llM7iSteVDkrdT0ouutFsO6+kZx/B3XffPbj9/HQiKsG1JZe5VnRi9bJWXBNuS9HLWvF4t3tYLer0u71/2H9Mp5trRUnYXnBK3q4VC2O7bV/QbW31isxkEolEItEa+spkRo8eHXvW+9eZf6XYBfaqq64K7pPc7qTXXnttcF+g+RdutxfM/hVU26D4Qqxb51/94/Uv7afCvyzt1uoLMf86tyWJT3trTGp7FseiCYwePTpepvYSF1/8eS7+FdxvXBwXx/rfjUttsVFK54tSDQl2Ge4lLr60NC61jUqTcRk5cmT8Zei5mQHssssuwW2LY4amAcXWLL7I93s0XZgFyevL5i984QtxrK7rUjozVF8km/Uakw9+8IPBFyxYENy/5M10NQEI42lX6g984ANDfv7fgfcwDQvWjnS7hzku3sOcb5pRNEqYtTofzBRr6xlbOjmGrhUVC+9hxsXNCR1bP2PWpAnBDMfO0raY6hWZySQSiUSiNeRDJpFIJBKtoe+2MjXdV85QkrANg2m8XUNNzU2ju7WeUa4yZR/qRZUb7Ng2wlTT7zZdtH7FWh5lJzdfUkrwJaup9HXXXRe8bvqkx74J2CrDuCidGBflAGH9wtqOiy+Te4mL9SHWdhgXZYK24zJmzJi4TiUXJZSlS5cGt8OyLX00OpxxxhnBrYey3sY6FSUVZawPfehDpZROGVRDgrKQm5kZK2U82yS5nuxsXM0GpXTW9Xjdvth2jjSJlStXxhzqdg+zFstr8B629dZbB1f+8oW8c0+zgyYDTR7VZOALe80WGhW63cOMnWtFOfDLX/5ycO9hfqf3MOeXcmCv7bEyk0kkEolEa8iHTCKRSCRaQ19y2YgRI8KBpDtHfumllwZ30yy7huqo0C1mGwT947Y+0RMuapdRNwfys8oU1kPo3tBdZTdVZRTP96CDDgp+2mmnDfmd1hzUugFdHE0g49IpWUyfPj34qaeeOuT3tx2XUaNGhRxjHYXjusceewQ/5ZRTglc5q5RS9t133+C1e3IpnTFRFnMjMmtj/EyVIu3M6/zQHWkXYM9dSdI6CuOso8l6Dz+jZKU0pUTTJEaOHBlSkHNJB5UykLVE1nEpISu1uVGZrjNb2OgedM79q7XiOCshO69dK7rLlD2N44EHHhhcOdYap8mTJwe3Q3ivyEwmkUgkEq0hHzKJRCKRaA19b2peC/BMuXTDmGa52Y1dSN0IycI829Do5DBltGDPdLDKPqauFgvaJkGnky42QM6wAAAMDklEQVQK02GdWZ5L3R+8lM5utUpNOnXcI73KV00XYw4ODkaxV1NxMS0eTlyqBOB4irbjokz0n4zLwMBAyCJ2YbboUolK2dAiQWWcc889d8j/a+Hcu971ruC33HJLcONfx01n03ve857gyjyOk5KPUptyinNO6LqyeFNp05Y0OqaahGtFB6Uyo/ckr6fbWlGuUrZ1ftoF3bVi0Xed572sFcdK16TjbHw9F39TyVn34KRJk4I7B7bffvshz+1/Q2YyiUQikWgN+ZBJJBKJRGvoe9Oy6irRXaFDwkI8HULKAborTM0twNNhYZpqB1P3aa8FVDow7r///iG/2/3jLV5SLjHV9BxNqy1mM420p5oOn2984xullM6OqE1gzZo14frqFhdT6n7jonT278bFQrt+4yLXPfN0j0uF/cosyrP4zZgcf/zxwZVh3fDMazTObr6le8rNt2p8lETmzZsXfL/99gvu/FAeNfbLly8PbpGicbMY02t1DJQzdUY2iTVr1gx5DxNKtZ6rTjjlL+ewc9J+ffYuc604b+v8d604X/wdC0aV63SddVsrFvja+VqZ28JPHXYW9faKzGQSiUQi0RryIZNIJBKJ1jBCB9a/wiabbDK41157lVI6JRQLw3SxmCLa20r3hA6P2kOqlE5pw8/Y00jZpbYyt414t9TdVLBuFFRKp4vJdts6TJSClJfsAWQabnFWve7LLrusPPLII0/aPYaJfuOiLOgYtRGX2obcNvtNxUWpQceccZHriLKXW5WbFixY0FhcRo4cOVhll1mzZsVxW+4rxXj+SiHOJftGKaPpxDrppJOC65LyM1VS9jd1LjlXlMuUvFwTynv2s7N3lsf33nvv4MZH2ef6668Pfvnll981ODj45B4Pw8DGG288WItg/T3XiuPmWul2D1P+steYbi03P7N3o/erula63cOUwoy/MXKtKNf1slYssO12D9OlNm/evJ7ikplMIpFIJFpDPmQSiUQi0Rr6cpeNHDkyXEoW8bhL3yc+8YngpuB198FSOnte6Wgw1TM1taBOt4WttGsqacGYcp1pnumlx5V0dOx47sospsnC9PKmm24KXovWdK41gX7jYureLS4WNw4nLlUOG05clA+Mi7v0GRcL4oTn0HZctthii/KpT32qlFLKF7/4xThugeSxxx4bXKlQOcXx9vwsurQvlT30PvKRjwT/yle+Erz23PO7dWWed955wZW2lIRtHe/OlcqZ9iI7//zzg+tuMlbHHXdc8GXLlpU2sM4664TM62/Yr0x500JkpfJua0XXmT3rLMBUTnYtDnUP08XXy1qx75zHu60VXaf+lk5P56xOs16RmUwikUgkWkM+ZBKJRCLRGvqSy1atWhV9od7//vfH8WuvvTa4zhidTqaOFgbpmDBltzBO+cnP26eruj10jNjG3p38dM+YXuqcUprQMVJ3oHzq79sCXweRRXNVmtK90gRWrVpVbr/99lJKc3HR9WVx2H8qLvbj0qVjgVlTcalSQpNxWblyZfQpe+973xvHN9100+BKJUcddVTwhQsXBncHTHu7KVXOnDkzuO3158+fH9wi2irzXnLJJXHMlu/OD8/RtaLMbb9ACxbdZkHpzBgqfypTVadVKZ1S4nCxatWqkJRdKxaxKhU5J93RsttacUsDHX2uFdeCc7WOi65D14rn5WdcK46VY6v7U6lYudLz1ZnmOlMy7BWZySQSiUSiNeRDJpFIJBKtoS+5bPTo0VEQpkNI99GVV14Z3BRRN4auLPsemdKbdvr9yg26XapjxFTUgiKPe+4WmNkv6cYbbwyuS+Puu+8OrsRx0UUXBTeV1W1SU1bdGk1g9OjR8d3/DXGxHXm3uDjOTcVFSc+4VDnALQKGi7/97W8haSl/KWE4Dl6X8otjrBSlzHnWWWcFV5o7+OCDg1911VXB65jbK0x3la37lZD9fc/LwsAjjzwyuGM/e/bs4EcccURwe6o5HjoKLfodLlwrjrN92RYtWhTctdLNWapzy7Wiy9K56lqxALI62bx/WEDscZ1gFrraq8/dRS0e9fNKhhdeeOGQv+XYKDPrXv3fkJlMIpFIJFpDPmQSiUQi0Rr63hmzpmkWVOl0UX5RNrFYT8dGN2eK0oafV+bQBVO3GFB+Mc22TbbSis4MU3TPy+MWmykpbbPNNsFtX+7vVvnONL0p/Ltx0bFkiqy7rum46GjpFhedTMOJi4WNFgdbzNZGXMaPH19OOOGEUkopU6dOjeMWLtoXS2ePhbPupKlzTIeQLq6Pfexjwd29UedmdZ25G6YxU851jB0z54195j7+8Y8HV1JSitlnn32Cu8WAMbR4sy24VnRxdVsrFmvrRHStKIUZX+e5kqnjXp1mvdzD3BlTSbNbQbnHdVnecccdwb2H6So0vt5TekVmMolEIpFoDfmQSSQSiURr6EsuW3fddSOltReP/Y3so2TR1dy5c4MvWbIkuM4F24ebppo+7r///sEtoKq9nHRdKCmY/nXbpc7fMdXVYaIUs+uuuwY//fTTgyvRKCPVFuP2C2oCTcVl8eLFwW0B3m9cli5dGrzGxS0leomLPaO6xcVCTh0+vcTFebfnnnuWUpqNyx/+8IeQjrxGd8lUcrKPmJKTUJ5098o5c+YEt2W9/cpmzJgRvBaoGmO3c1A2VM468cQTgys9Km0q6TjPdKDZX23KlCnBLfRzLjSJUaNGhfzjWqlbZZTS2dPMXTLPPPPM4N7DXBNKvq59ZWZjpwOszkOdaN3Wit/Xba0YR4ux7VfYba0onekkdJx6RWYyiUQikWgN+ZBJJBKJRGvoa2fMzTbbbHD69OmllE6ZyTTXYh2dW6aAuotM70wvJ06cGFwXiJ+3SK+6NOwpZLqui0MXVXU/PfW8LKrS1WOaam8w+/vYDtueWtUpcvXVV5cVK1Y0tjNmL3FRDrEXmNDJ0ktc3G3PcflPxcWiMqUB42Lab/8sZYh63UuWLGksLs961rMGa7Gjrdu9FgsRlWIsnFXysljxsMMOC64UNmnSpCHPx/jsvPPOpZRSPve5z8UxC+t0dh166KHB3VHReaZ0ZK84ixe9jgULFgS3YNpW/0qhN9xwQ2M7Y44fP37ItaIk7FrxHqaLzPnpvLW4UnnWom9jscMOOwSvjjXH0N/Rgeh8V9JzfunWc60oOfvKweuuc6SUUr75zW8Gd8wuvvji3BkzkUgkEmsX+ZBJJBKJRGvoy102MDAQTgqL4kzRdJ2YllkMZHGfbhTlGp0vtV9aKZ0uKdPO6oDQIWQK7Pnastv+TcpipsCmo6bPOjNM7y+44ILgdRfCUp5MpZWLmkC3uNhG3AJRYzGcuJheG5eh+pSZ9jcVF2NtQVq3uHzpS18KXiWTUp7cvqDJuAwMDITM6PYI7oap0+yUU04JfvTRRwe3MFCXz7777hv8gAMOCK4sOW3atOCOYR03XWk77rhjcItB3S5AGcfixUMOOSS4UphuxXPPPTe4Wwwo6ey0007BddvpwBou1qxZE3PYYkXnuD3HdM4pOblWHHO/x/FSTtcJ6T2sOh6d137WNeS8Vp42zq5D/6+f2W233YLrTPQe5jYQXlOvyEwmkUgkEq0hHzKJRCKRaA19yWVjx44N94rplK3BbSmus8eeN6aaFqRZ1KTUY/qoNGf/oNpXSSeE0oSprqn+Zz/72eCm7nKdHKbYN99885DXpMOu7ljpZ5ouNBs7dmzIS/aIWltxsWiwFr4Zl2OOOSa4qfvaiks9xybjstFGG0XbfR109913X3D7idmLyiJa5RqdPTqdvHYdazqajEntTea/K0nbu8wCQOeQO2Pq5nNN1kLcUjq3ALDY1OJFnWZKNE1i7NixIQ26FYESqzKfDjElp25yme4ypTPXimvIuNT5oPNR6dQ12W2tuKOla8VXF0rUSrb2ptNFanGq190rMpNJJBKJRGvIh0wikUgkWkNfxZgjRoz4Yyll6Eq+RD94weDg4HOa+rKMS2NoLC4Zk0aRcXl6oqe49PWQSSQSiUSiH6RclkgkEonWkA+ZRCKRSLSGfMgkEolEojXkQyaRSCQSrSEfMolEIpFoDfmQSSQSiURryIdMIpFIJFpDPmQSiUQi0RryIZNIJBKJ1vA/v7i5fefoTd0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 20 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 30 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 40 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 50 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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cbyyRQKXZpZde+oNzmLuMVBCP//nPf3ab+437gH267rrrMvvEwEAeZ6Afbfb7o48+KlVdluYl2h/cB9wrpJD4nKHqjkGtrLpLWp55+V544YUfXJ/rgmuf1Brp/0jFx4qlVKxxfzBglM9crkHSZVzLkyZNEl0mCIIgdC30khEEQRAqQ4eDMfNUsYsC/aLKeKTi6PbTlR82bJjbDMxMLh0D/UgXkPJivh6693fffbfbdCmpkokCLTke7VWkLJOW+d/9fALyUGHRcSq6Es1l1jj+LIHAceR1LrnkErcTjZVKMZg1BoOxMiYDPbkuNt54Y7c5F6SJ2G/SDWwX1x3VZen8MlV/VGJSWUlwLbFtc889t9ukVqjKIiXJgD3SMlTiUd2V1i0VagwKZCkMUoxRTq277rrLbSrWOPbcf7wOaT+OB9fol19+WYm6jNRPlOeP7Vh66aXdJlVOWioFH5s1UrWkCBnoTEUnKcIEBoVzXXDts+1UGlL9mfKimTXSm9G88ByuX+4t0WWCIAhCl0MvGUEQBKEyFE71n1xJuk1R1cXI7aQLTjeSwXVM00+XmuoiupdJPUOVEUFajIqOKDU6VSIMWGT+IFIcUS6srNxlEZ3WGWRVxuR9eDyrWqdZYyAZ/5e5ltgfKsaiPFBJkcQgPQb7sXoiA8YOP/xwt5n2n7QOKQvaDLJjezubsrwIWBaDe4XjTZqD48fjHBPuFe4tzlU0D6TL9t57bzMzu//++/3YFlts4Tb3B9VNVPMxzyBzkUUp5RlgyrXIOYmuUyaampqc/iElyzXDNpEqokKV+eJYLoPjT/opyinHaryrrbaamTU+w0jFsUopx5NqQN4zUg/y+lyPkRIzUt7lhTwZQRAEoTIU8mTq9bq/1fhG4wf7KE1E9Est1Rs3a/xQxdQkvNdJJ53kNrMmp4yn/MC84oorus1fk8svv7zb/PDFTMH8OMfMsuwHP7gyDiD6lZz6XcWv6PTrMKohT9Dr4rgQFF7wFyw9BvaZ8S4clzQHF198sR+jB0rxAOugM5ssxR5ca2wLxzQSP0ReXhXzUa/XfZwjj5JzxV/PTO9BT4ypSZguhx4OP8JTVMFUSoceeqiZmf3pT3/yY1E6IsaDMB0JYzP4q5p7m7+GeR1+hI5STHGflQk+w6K0S3yGcVxoM2aIWZDZN65Vpkzq37+/2+uvv77bKQZtjz328GP0pOjJUCTDeWHbKVSgt0Vxxpprruk2WQKOP/vN9ZsX8mQEQRCEyqCXjCAIglAZCsfJwLYsmy4i3VF+1GNmYrp3G220kdvpI5hZY9ZefpSkq52KKLE/US1xZhUeMGCA27fddpvbpCB4zci950fESASQzq8yTqbN8Uyb/Yk+kpNyYrEsuvqLLrqo26RymFm5d+/eZma2zDLL+LEll1zSbdIU/MBPGo0UBNcO28sPmLxmlE4nS6xSZpwMM2NHdeKjVDKkn7je+BGeKUt+97vfuc2P7UzHRMFKEgRQDEBqmWPMPbTGGmu4TaqS6YAoVOB1SAGyT+3FlJmZTZ48ufKiZZwX2lxXtAmKIFLhMbPGGCdmVub8UjzUt29fM2ukIjmHPHfo0KFuU7RB+v+///2v28yazbljLBXBsYni6pqbmxUnIwiCIHQt9JIRBEEQKkMhdZnZVMonUslQXcJz6MZTacK0CiyQRKUXM4vyfLqdyU2l607Fzsknn+w2abkRI0a4TRonKuhE2o9uf6S6oHsZ0WhlICtOhqDLGymuSAdw7EiBMN6IdBXda1KQSQHIDLKk1kjTpAJnZo0Km4j+Yj94DvX+jLdoUzfe7TwF+IqCcTJcJ4xXIG3Bfs0888xuM5XIhx9+6DavSRUnFUhHH32026SA0h5hJl9maSZFw1gbxjTlSa9EOpB0NZ8FEZ3J/+X1y0BWrB+fJaT2CO59ZnIn5cTUP4yr4bwcd9xxbnNNXnXVVWbWuPaZjZz7k/MyatQotxM93fZ8Um3sN/tKyp/g851zFBX+awt5MoIgCEJl0EtGEARBqAyF08okNzYqzMXUMKQq6FrRvWTQI90y2inQ0sxs1VVXdZvFgpIrzyykVM8wqOnpp592myqmeeaZx21SRHSlSU2QRmN76epnBZXldTOLILndkVqHAZIcf7rrpMjoFnNOWeSI1A+DZNmGRGPS7WdwJamtiI6hqooqqUgxx3nhObwO+1FVMGbaIxxLZvfm2uN+Is1BhRbngcGyVN9RaXbGGWe4zblKdDWDn5k6idRWVMCLtAyzahOkZaLAWVKDfF5USS0nsG+8N9ckVX+k7TiP66yzjttUd1F1ts8++7h9xRVXZLahT58+ZtZIuZEiJbXN+e/Vq5fbnLuVVlrJbY45AzOjwnkE79uReZEnIwiCIFQGvWQEQRCEylCILmtqanJXnpQPXTG6kXSzmC+M1NIf//hHt1koiy4g3VQW8TnhhBPcvvHGG82skZ7617/+5TZVTHRpk4tq1liIiaAL+sUXX2T2o03ta7fpgqbxqCILc9Y1SbswGIvUIceQ9Ar7w9xI7A/HglTKoEGD3E4U2E477eTHSJcxR90//vGPH/TBrFGlEyGiINkuUg8cr9TXMlVMtVrNqRZSYaSHSOuRzqKKifuJdNmdd97pNqkTBuBx/kmjpXrvXAfcN1G2Z+bLYsAgFUpUMZGC4r04zhGNxuzD3E+dRa1W87mn4o7t5liwrZFqkWPE4yussILbDPTmfRmAfPnll5tZIz1PapvPRK4RUpdUmlGhS6qYc8G2sN9cs5wXPheivIdtIU9GEARBqAx6yQiCIAiVoVDusm7dutWTWxnVmOb16JaRnqCrRxqLKjLm+rngggvcJnVD9Vg6zgA0pqhn7W2WCCClRgUWU6ZHtALVWHQj6WLzeFIK1ev10nOXJVoocn8JKomooiMdwDklfcLjDEiLiigdc8wxZmb2n//8x49xzFlPnlTS8OHD3ebaoYvO4xEdEynQOC9pLZeZu6xbt271RFdFubrYHs4JQYUS1zuVaQyiI53MOSFVmOaNFBHzbJGi43HuCVJkLCTIvnKvRuUXOFfMkUcqsczcZZyXiO6JAs2jOSK1x5xy7DNLLTAfHPdWKpfBfchnEvfHxhtv7DbngjQmCzJy3TGlP/czz+Ea4H15vKWlRbnLBEEQhK6FXjKCIAhCZSikLmttbXWlR1RlMMptQzpjueWWc5sV/lK6fjOzCy+80G1SBlQgUcmR1Das0MjcTKSRWG+eig0qc0in8D5U7LCvVMCQDiCVkcap7OA/qv6iOvZsKxUrPM6AsbPOOsttUiCkT1iCgeoVjtHIkSPNzOyGG27wYxwr0qIRzUXaj0o/0kcRjRaNdaSeKROpHVz7pF94X/aFa4+5y7gO2V8G3TFHFq/JPZSCjtddd10/xlxYZ599tttRaQuC5zDIlYGMXGfsB58jDDytsjJmGne2idQh20E6i3uL48X55TV33HFHt0899VS3+/Xr5zZpzMUXX9zMGqkw5m189tlnM/+Pa4F0FqkzUl4MqGTb+b95aPe8kCcjCIIgVAa9ZARBEITKUEhd1tTUVE9uVJQ6npUW6UbTjaRigpQaVQ90tSM1FIMBU0AaK2qSiiF1tu2227q91157uU01ziuvvOI21R5RjjKWBogokUQNlK0u47zQFea96f5Gc85gP84XVXospUDFHo9zfhM1wOBBqvs4Fwy6ZAXUaK1FKfq5BklXRiUpiDLVZYmC4ZzwvqTFojXDIGZeZ/DgwW4znxsVWlzPVEAlOpNUFSlsUs4pcNOssSwGqSOeQ6o0Sp/P/80KVjb7QRmNUitjJoooKjPAvRKVH2AAJEsX7Lnnnm6TFl5vvfXcprqW64HPs4Q111zTbao2qexkiQy2l0HPXF+kYMeNG+d2RLWTUuN+qtfrUpcJgiAIXQu9ZARBEITKUDgYM7n4dAXpokV5uUh/0e3cbbfd3GaKa7rOzG/Wo0cPt7PyG9EVZAVOKqFYAZPKDPYpSgsfBXCRyuAY0E1NfWppaaksGJPjRrefNtvK46QonnvuObcHDhzo9q677uo21TPMvcX5TWNKioD5mk455RS3e/bs6XZUYbW9Mgpt+8TrcJ1mBQeWOS9NTU311Fa2mWsjSiNPeoLnrLXWWm6TtmBAK6nd/v37u80xSYGOVEixXADp6SFDhrhNCpn7KVIikX7hPuA6iwK2Sbt99tlnpQZjpmcY11VUNTVSyBEcR6pV+ZxhGRGqy3j91H8qwZhnkRVLmfPv9ddfd5uqM9Jv3Aek9yJ6PaJvub6++OIL0WWCIAhC10IvGUEQBKEyFKLLarVaPYsOi+iJLKqo7XHmYEqBe2aNVfuYM+nvf/+720OHDnU79YMUGe+zySabuE31EdvOinFERDXRfY5yl2UpWMrMkWXWOC+RyxtVtCMtQcUMVUqsRkrssMMOblNRRnooi1588skn3e7bt2/mPRlISNqFyBN0ySA7XicrmLhM1R9zZHGdRAqqKKCZ9C8VYBxjjj3z/3FN8py0Jhl89/jjj7vN8g9UMXF/jB071u1obUXUOdcc90pUHXTSpEmlqsvSfuZzgPuUz7Cob6S5qMpkYCzB5xxpYdLIaW3w2tw/l1xyidsMSubziVV/Of60Oc7RZwyewznifpo4caLoMkEQBKFroZeMIAiCUBkK5S4zy3aBI4omym9GmwFbq6++utukvVjVj4oNBjil9Nl0b6nG4D2ZRpwuYpSOnOB12D8q03gOr9/etcsG2xe54HSFmUduq622cvuvf/2r21QhUYF34oknuv2nP/3J7VQZk4F8VNqQsqAyJsoRFwVmRtQZVVi8ZhaN92PMC+9BFRGVQFHgLKtIUt3129/+1m2OM8ck5cUymzqHb775ph+joox0EWm0SEVKm/uPc8vjpOmicg1cr2VWxjSb+ozidaN7Rwo52lxLDDrms43PLX4KoCqTFHECx5DzHyleo+BR9pUKMf4vc7ZxXng+12ZeyJMRBEEQKoNeMoIgCEJlKJy7LLlgVGNE6iuqW3g+bZ5Dl44uK11TuoN09VK7otTkUZ4iuoVsS5THh+dHSrpIVVNF0N//7ufqsujeBBUtpC6ioEf2k2onjtGGG27o9ujRo91Oc8pzo0DLiGrNMy+Rui8KoMsKnq1KXcZ1GgUuUqEUqRM5PqQ2GAzI/6UCiQF4aayiwEmCaiL2Iwpy5R4mXcT/jRRbBMepTHUZgzH5rIgUkVxXEXXFtvJ/+QyL6Goi0VIcwyhwOnrmRs8qrgu2JZoL7r8oH+X3338vdZkgCILQtdBLRhAEQagMhYMxo+p4CVHgWZvruB25a3RTo5IBdHGTO8h8ZkwvHrmRdB2nkf7dbSqUouA+UkosAcBzy6bLguMdvmaUUp/0SaT6IU2TqiBSoUIVTVSOIFLx5VEyRmsqogB57TJzl2UpcSJKMso5F639SP0TBRVm0SucJ6rbosqJUT4rnk+b51Plx73N60frIm9K+TzgMyxSKrLd0ZqM5iWicCNqPSsgNw+1xudQtKY4F3xWccy5h9nX6Jw2z27RZYIgCELXQi8ZQRAEoTIUpsuSS0UXsT33z6zR/aLSIQrqyqPoyvrfSOmRJ/0728h+ROqm6PwIqU9lV8aMaMyoEmSk6IrogzyIxjeB45xHXRRRfXmCAEklROsx6msV6rJIqcP1GeXtalMhMvNeEb3C46TR0nH2m38n5cL1zjmO8o/l2RN51h8xZcqUUnOXpf6xP1HgONdylOssorQi5WzU/0RFc8yjdc1zoqqe0TMsUgbnoQDbjI3oMkEQBKFroZeMIAiCUBmK0mWfmNk71TXn/xn0rNfrs7d/Wj5oXkpDafOiOSkVmpefJnLNS6GXjCAIgiAUgegyQRAEoTLoJSMIgiBUBr1kBEEQhMqgl4wgCIJQGfSSEQRBECqDXjKCIAhCZdBLRhAEQagMeskIgiAIlUEvGUEQBKEy6CUjCIIgVAa9ZARBEITKoJeMIAiCUBn0khEEQRAqg14ygiAIQmXo3v4pU1Gr1dqtCxCVuG2vPG9XgeVPWeo06kdnkEqatra2ll5+Occ5bnfFvLCca1RGOEKestydmaO0BlpbW621tbWUeckzJ23Od7srym9UvQ462b8JJdaTKXRzlrDkQREeAAAgAElEQVRmu6My8EVLmGeVOc4qpW7W+HzitXl+tLfy7Juo5HJ0Tmtra655KfSSIaJa69FDe7bZZnP7o48+cpuN5nU4WLSj89O9uFmilwbxq1/9yu2vv/7a7ahWedTvPIsu1ehmTfSyET0sWB+cNck5Lx9++KHbRRduewuU9dEnTpyYeW6eNcW2sBY9+xRtkGheZp55ZjMz++KLL6yrwHmLHmZEtJ6jB1vW2HIso/0ZzQn3VnQftoX7ies/58un1CJjaa1Ga4Nrea655spsH8co2nNTpkxp9/ocl7SGZ5pppsxzP//888y2/PrXv3Z70qRJlgW2K2pv9ELlfPE5MmnSpFzzIrpMEARBqAxFyy/Xs35B5aFC+MbmOfwFyrckvQfiF7/4hdt8w2b1o+ivvcgLIvLQawT71OYXfKl0Wbp/ludkFo8nPbnZZ5/q+b711ltu0wv59ttvM6/DscvyQiOKLqIACN4/+qXGNZhnHvmrjX0qa14iWibPmqSHxvZzXHv27On2uHHjMq9D8Jr8hV0EXCvffPON29H+j7xbIvJw2uCper2+csHmZqKpqamexiKinGhzbSSP16xxHXJvZXkmZmYzzDCD27POOqvbEyZMcDs92zgOvM8ss8zi9ldffeU210jEwERtj/YHr8NxYp+mTJmSa17kyQiCIAiVQS8ZQRAEoTJ0+MP/Yost5vZrr73mdp4PedHHTB6nqx25rxH1kHX/iK7Jo6KgS0naIRInEKTIUj8iF7UzSG3v06ePH3v88cczz+W40aUmRUbQvWb/OV4RrZN1T/49GnPSWXTRo7lbdtll3X7++ecz28U2cB1R9VcFSJVwPUTgPoj20AcffJB5TrT/ZpxxRre//PJLM2scm4UXXthtrgNej3NPcNyieY4+fHNuIyq6TNRqNaeCOC+ffPKJ29wTpLZIUfF/2R9SkVyrpBfZN/afaz6hd+/ebo8dO9btiBZbZpll3OY+iJ6bkZKNlB37R8ru448/zvzftpAnIwiCIFQGvWQEQRCEylBYXZZcpzwBPXT787jC1IfzHFIMdF8//fTTH1w/unZE80TufaTwiaiMKJYja2yqCMbMUpdFFAX7E9FS/F/GCjA+gP2kkq2jcUARNcO2E+xHpJiK4jyy1n29Xq9EXUaqirRJHporzz7bcMMN3X7ooYfc5jxw3SaVGNv13nvvuU2VIWMzSP9wreRRCEYKtGiNtolBK01dxmdYpIikgpVUMRV9HC+uVf4v55qxLBwvUl3pHNJyHGfuw88++8ztBRdc0O2XX37ZbY5hFCcXPcN4Dqm5NupSqcsEQRCEroVeMoIgCEJl6HAwZp6gr4guy5OmhG5nFCiVlQYkcrmJKD1GnqDDiF6jS8m2M1VNG6qtcrqMiFJJREqTSAG48spTvePnnnvO7bnnntttBgcWQZ78annSmXBeevTo4fZqq63m9siRIzPPL5Muy1KtcX9wvKNUKwT/l6ojUiT//ve/3b7uuuvcHjZsmNvHHnusmTVSIu+++67bTC80ePBgtzfddFO3uc8iKpYKLO4Doj2FqJlZvV4vlS5L6ykK7I6UW+wbqUY+K0jn8zo8Ps8887i97bbbuj1kyBAzaxzzu+++2+3f/e53bnOe33jjDbdJy40fP97tKACefSJNyn7zc0UbFanoMkEQBKFroZeMIAiCUBk6TJdFLmVnUkfnUdVEdFxyzaM8O/y/5ZZbzu1XXnnF7QUWWMDtFVdc0e23337bbVITKajNrFHdFAUAMo9XVan+8+S9ypNrLieNkXl+FtUVKZDYlvnmm89tzt1KK63kdqJ6zBrpIOZmOumkk9yOxoBBZVTqVKEuyxOgnCf/1/HHH+/2rbfe6vYaa6zhNvfiYYcd5jbpzKQYYy4yrutTTz3V7ZNPPtntgQMHuk16jQpFUm2RGi3a85ECtWy6LM0HFVcRhUxKLSuA16xxvkgnv/PO1CTFHP8jjzzS7fvvv9/tPffc08zMXn/99cz/Y8DshRde6Ha/fv3cJo3G59zDDz/sNmk0BvU+/fTTbnPuuFf4ieLbb78VXSYIgiB0LfSSEQRBECpDYbos2XRt8xSJotKESg7STLxmFNRJF/DFF190O7mshxxyiB9j8NINN9zgNt3+7bbbzu0dd9zRbQZhMR/YxRdfnNmuKMAsa2yqpMvyBB+SUptzzjndjtQoREQftJd6fr/99vNjdLnpxv/1r391e+utt3b7N7/5jduc/+WXX97tE044wW3SmFHAaBatWmaQbDQnESUU7Q/2kSoi0izsF3O4MY08A/yGDx9uZmZ77723H6OC6Oyzz3ab59xyyy1u33fffW6Tult88cXdZu6saD3lLEFQCV1GipVrmW3iXJBeZOA4x3ahhRZye9VVV3X7iiuucPuxxx5z+9JLL3V78803N7PG+WSg5ZVXXun2oosu6vYmm2zi9m9/+1u3qejjnG611VZuR/NCCpQ21+w333wjukwQBEHoWuglIwiCIFSGwqn+k6sZKaiiKoZR3fJIucDjVFjQrSfV9ac//cnMGhUS9957r9sPPPCA26RzGKyXaASzRnqNrikpJSpsSGVQrUS0FzDZGaRrR0GJUf6xNtU63Y6CNxlUxvlinxn0eNVVV5mZ2YgRI/wYAwPffPNNt0lz8f5PPvmk24888ojbpJJIqd11111uk5r4z3/+43ak4CoLTU1NTntwH3AsI6Uky2iQEqbSq2/fvm6PGTPGba5JqpuonJxjjjnMrDG9/eGHH+72BRdc4Pbf/va3zGtQxcQ1x70V5SXj2EcUWR4FZEeRrk2ai3NBm/uDzyQ+//bff3+3Tz/9dLf/+9//ur3eeuu5fdlll7lNKirRcddee60f49rn8X322cdtrv0TTzzRbVLIQ4cOzbwO27766qu7fdNNN7lNZSBpceZmmxbkyQiCIAiVQS8ZQRAEoTJ0ONU/6YxIIZYnz9Saa67pNis5Mqhs3nnndXunnXZye4899nA75exh7h4GGlENQtCNTMFQZma77bab20ylTveSaiiq2hioSqok9buKVP/JTlSIWWPlumheIgVapOIjrUNq9IgjjnD7oIMOcjup0bheGLDHfEm8P2kX0jTR8aWWWspt0hQ8Z/7553ebVEmi/apSl03jHLejoESufSqRbr/9drdJ1TKn1r777us282FtscUWZta43xiUTBUZA1tJN5JSYskNgn2KSkHkCVS1EtVl3bp1q6d1yzVJJRbbSqqO+4b/y7V/zTXXuM39RwqZtBuR6DI+bwYNGuT2oYcemtkWzhep/VdffTXzOnzOUb3GiqhRNdc2ZTykLhMEQRC6FnrJCIIgCJWhMF2WXHm6y6SiGABG8D6kk+je85p0KZnrh+nG6aYnBRrVZcwjRJUG6T0GTJEWWmSRRTLvyWArKmyotGJfoyqZVdFldHN5P/Y5UvRQ6cKxY1Ad84vtsMMObh999NFukyJM7WHQJVUsHLdnnnnG7XXWWcdtBsqRyhgwYIDbSV1oZvaHP/zBbarXogBfoqx56datWz21ldRvpGojbUQqZokllnCblA7Vjzx+5513us3cZRtttNEP7sV5Ze4yHt99993dZqr5v//9725HlROLVmOMqs5aiXRZU1OTzwvb1KtXL7eZO4y0FJ9J7CdT9/Mc7hWez7VKGvPMM880M7O99trLjzEAk1Tcbbfd5jbVmuedd57bzGlHZSJp1HRPs3i+qBxtQ7uLLhMEQRC6FnrJCIIgCJWhEF3WvXv3esr3Q3UOESkwSOOQImHurF122cVtBk8yuI4u4zbbbON2ckGpfmD1Q7qo119/vds33nij23RB2Q/mLPrzn//sNpU//N88Crsy6bLu3bvXk6qO1EmefGoRhUTqkvmrGLD63nvvuf3EE0+4zSDJpAA87rjj/FikXCP99uCDD7rNoC+uOwaGcu1w/Bl4FilmiLLmpampqZ7GMKInOQ9sG+kngjQK55m0MfNSUSFJVebll19uZmazzTabH+NYco4ZXEg6hQGFpAM5n6zeGVWjzYlS6bI0vpwX5uTjc4tzxPFi4DCR8o+ZmT300ENusyxFUveZNapb0/Nq44039mOsjLnKKqu4feCBB7pNhSZVbFSdMYiZa4QBu1Tj8jMCPzVwHidNmiS6TBAEQeha6CUjCIIgVIYOV8Yk8qT9j+5DmoC5yEhpMZU1g8O23357t5MaigFjpB0YGEUlTVRJbvTo0W4zjw+D1qiiIkjvZOVvamlpKV1dlpUXjW5/e9U624I0WlQmoX///m7TNWfJhHXXXdfMGlVPpBZ5H1JYY8eOdZtBlMwdx/TlTD3PgE1SgBFFltZvmfPCOcmTG43zxoBiUo/vv/++28ccc4zbzFfFnGacE9I7qVwFFWekIbknRo0a5TZpOe4D7mEqTansi6pNRnuoDb1bGl02/fTT1xPtRdqe94uqeBIsacA+UKHJirrML0a1bJZKl+UaGIDL6/Ged9xxh9vMxbjCCiu4zX3DOSK9SfqbzzDSim1yU4ouEwRBELoWeskIgiAIlaHDlTGjCox58jHtvPPObv/zn/90m3l0jj/+eLeZ6p/pyYcMGeJ2osOYC420CdVlK664ottU1TDoknl/GGDKftCNZF/pjjIIK1E3VeYuy6Mii6qXMgiNwWl0kakio6vPQEqmIU9jxyA13pPUGgPD2F5SQAx8u/nmmy0LUaAlqYysnFRlViyt1Wr1RFeSqowqi3IsSXOStt11113dprqM641KyKWXXtptUkBJ9XTRRRf5sURrmjVSj6TinnrqKbdJ15A64r5hQC2PsxxBzpxmpVbGTOMb5TPk/uDc8VnB/RGpr6iWZP9T+QszswsvvNDtpKJlJV7uGz4fWbrj0UcfdZt7gupXtpFUGJWBEWXLMeC8T5kyRXSZIAiC0LXQS0YQBEGoDB2ujJknRXeUj4m5dkg/pUBPs0ZajFQM08ST/kgqidNOO82PnXvuuW4zdw+VHkx7TeUUFRukD6hQoqtPt5PuaB6FXRlor+pmFJhJMF8b52vLLbd0mxQD85GlAL+2bUh5j0idULHE4LXPP//cbc5LNBcMdmO1T9IKDDbjGJBSS9Rc2fOTrsfrkm6IlEtURZIqJHVCGouqMyqmOCYMhk2VN0lP8f+oSmNlUdJ7m222mdus+sh2MY9gFLzdJnW8o6q90tTU5JQl1XKkMbmX+YzhM4k2qU7m5Vt77bXdjnIuMsAzlW/gWHEcGBRNWpSB6yxFwv3EtXPPPfe4zWB4pvrnXuGajT4XTAvyZARBEITK0GFPJqoBT0S1vPlLjdl+n332WbcpCODx5557zm1+BE6/zpj2hV4Hs8lSSMCPlixCxl8wfJNHHwWjzMvRB/eyka7NX1VR+g62LzqfH4KvvvpqtxmHxDQU/CXMzNrpFyLFAPQAU8yGWeOvOq4Lxi/x4yvvHxU8I7K8F7Pya8hPC1HKEraNH135wZ4fb5n2g5nBKcygF0fxRsqgzA/THANm/qXXT0aBwgMWyqNIhr/q+bGf8xNlKa8K9Xrdn0X8Vc41yb1P743PLcYdMXbvL3/5i9sUbfBeLDjHmJjk+dADYjogfsiPUgIxBo1xhHye8nnGAmkvvPCC21G6qYgFmRbkyQiCIAiVQS8ZQRAEoTJ0OE6GoGsVuVl070hjkUYjjcVsovw4zCJOp5xyitsp/QavseSSS7rNj8GXXHKJ2/zIRlEBszPzQyBTaPCjZZTBOIs6a25uttbW1kriZCJEtB1rgjOtBPvDbNeMMWJaElKXpLdSATFSAGwL6RjSC8QBBxzgNmmXKIsu5ytKp0MwW3JZ8xLNSdQGzgnHkrQM0+twHI499li3SbWRrkrZsM2mpvghbXX//fe7zQJ0pI44rozT4Mf+MWPGuM0Mwq+99prbfBa88cYbloWqipZxXiLKlB/JCbaba4801sEHH+w2U7yQijrrrLPc5nwlmpK0HGPH+FxhqiumGGLcDfcq1wvTzbBdzHzO/U+qj22bOHGi4mQEQRCEroVeMoIgCEJlKEyXZcUURGllIheUFBVdVippSH+QlmLcALMzJ5ed6gq6royToaKMaWhIF0XKLLaXcT2sg90eqkgrk1zaSK0TUQOk/6ikifTw0XWo6mMN8USrUHXE9ChMbULNPm0q1yIVH9vL4k4s1hTFNbUZs9KzMJPm4FhGsWYscEWFEFMjnXDCCW5z7GkzNRNTBqV5JrVMlR/VR1QFkn5mATVSNzzOPcdM3qRlovgtqvDypi/JAxaT45hHKYeiAoT77bef2yNGjMi8zsILL+w26cjHH3/cbVKjqZgZ55/FyZjVmlQoM9YzwzPjyBjXwxgbfrpgcchIgUoarbW1VXSZIAiC0LXQS0YQBEGoDB2mywheY6211nKb7hrTkZAuo1vGc0g/tSmU4zbduFTwjGopuu50EZlWgdQN20KKhsgThEqqh8XSkuvd3NxcOl2W5iUKLKQrzAAsjmGUkZWUGoPwIuqMtMf5559vZo0ZfKnu47lMUzNgwAC3SaNGNGZESRGcF6ZcSf9bpuovj7qMtd5TfXezxnkgJUsKmSlD5ptvPrdJLTN9CZVOqb+kSjgepBWpUGKROlLVnHtmfmYaFNJ1TFXDNRRR7WVmYe7evXs9Kbr4HOL6oTqSajmCqkiOC2kpPquokB00aJDbHMeklmXaJVJkVNNSfduzZ0+3+Zxj4DSzRrPfvBeVY7PPPrvbVN2SPpw8ebLoMkEQBKFroZeMIAiCUBlKUZeRTqGLyONDhw51m4oVUiHMXhxRMXTXEkVmNjUTKakwZhWle8tgJAYp8T4R/ROp6vJkok6u7MSJE62lpaVUuiwrOzZt0kykH+k6MwszVTKkOvKAGZmTUoZ140npMBiNObBI9VSR04rrKN13woQJ9v3335dOl3EeSFUyhxVBWow5yl566SW3OZ+k10gVMvM1KapEBUfUKvcHswczMJSUD5WjpGiuueYat5lnjuPBfGyckzYqwtLosp/97Gf1RC+yTXwOkVYl/vjHP7pNepHPszPOOMPt3r17u02VY8qzaNaYzTplGCflz9xlpNz4KYKUf8pLZ9YYgL7BBhu4TZUiKVNSZKT9SKORVvz8889FlwmCIAhdC71kBEEQhMrQ4dxlkWtLMKcP6Q/+b6TQ4jXprpHqoZ3yATGnEoPHmP+KihGqniJ1CxGpy9rLi8VrVqEuS/fnWLUJnHKbecRY8Ih9IwXD1P08TkqTiiT2+e233zazRqqFdASpGV775ZdftiIgvUfqI5qXrHEqc16ivUKai3Qy07WPHz/ebe4D0mhsP6kQ5hEbMmSI2wwYTJQar805I4XD8hcMHOR4P//8826TFqJakLkAo4BUoqrcZd26dauntRqpVknncl2TFiTNy9xxLFHBEhkMkqVylush0fs777yzH7v11lvdJv3Jgoyk6EivMe8Z19pSSy3lNgNpuQajwGzu47yqP3kygiAIQmXQS0YQBEGoDIUqY3br1s2pkyigkpQLKTJSN6wZT3eNriOpAbqyTHfOwMBEy5AKIuh2RvXGI/qA7j3bmKe6YkRZlYnpppvOFVKs9x7RmKTI2E/SiCypwHEmdUbXmQFppHtOO+00M2tMR046i6nGo0BLIhrziCKLxiAKPC0TqR3sF/cH1zVVPgQD7UhhMBccKSoqBElzZLWLfydVwjYyiJPUEdtL+pO5Ax999FG3uYd4TVJHeeats6jVar7m+XxinyOFJtWvVN1dcMEFbnMfHHLIIW6zAiYDIKkYTFV/OW4MKGdb7r33XreZx4w56HbbbTe3zz77bLf5/CPtygBfjj/tPJ862kKejCAIglAZ9JIRBEEQKkMhdVlTU1M9uZWkKiI6IKqYSZUKXTSqUZg7jLQCA7yotkg0GdP1M6U/c/0wAJMucIRISUe1Cd3+NmnKM69Ztrosa14iGpOqv4g65LiQGoloptNPP93tgQMHup1ot1tuucWPUb3EXEukvPJQixF1RorhsssuczuPerCKVP9R4DLHNQ9VxNx+HCtSm8x1xqqTvG9SMbHiKQP0SEmTTuE933nnHbepQGNg4hprrOE2aVmqt9jvrLyIZmYtLS2lpvpPfWKbuN6pUI3ymy2zzDJuMzCTQa+kF7n/OC/scwqeTFV+zaZSaGaN65olAEiLsbxAqoBq1hgYyiBUlsUYPnx4Ztu5Vzh3UpcJgiAIXQ69ZARBEITKUEqqf7q8WcGHZo2UEykX5hcj/cVAIqYbJ9XGtiQFFFVppANYYZB2pKLIoxyjS0k3kn3NCsRraWmpLBgz6gPzglGZFFWapHKEiiVWvaR6hv3kekh0IdtCCoYBg6RdOoM8gZlZlVfLrFhKajmiTNucn9lOUtHrrbee2ynPlVnj/qCyj/PMCqQpMPLmm2/2Y6SFqDTj/UlhU8W0yy67uE01XNQPImdewNLosumnn74+22yzmVljCvto/LlWSe2yP8xBd+WVV7rNCqBM08/nBp9nqT1s1/777+8287xRUUYqlJ8fWC6DbeTnB+4VPsOi/UqFY3Nzs+gyQRAEoWuhl4wgCIJQGUpJ9R9RSzyHLmLfvn3dJi2z/vrru02VGPMxMWcQ75vcOF7v2muvdZtV+tgWUnd5FE2Re0+3k650VsmAMmmZ/103szJmlDOLoJKIrjlThjN4kzmomGOJY8pxSfPBcaPiiynjq0A0LwSPV5G7LA+iwMlIIZgon7YgtcE1v+2227qd1soCCyzwg2NmjYomKjSpymSZjVdeecXtiDonHRep/Kax/0qjy6K9wrYS0XOO48/1w71CioyBzix7sfXWW7udFGDMf0a6d/DgwW5T2Uq6jEo3Ptu4Lnic646lAVJwu1njM5XnT5kyRXSZIAiC0LXQS0YQBEGoDIVyl9VqNXeXopxcdDvp6tFFY74qUjTMr8OAJV6Tig0Ge6WKfMydxPtHCglSEJHSLALdft4ryoOUFE28f1nIogDoxkfUGSkQKmOGDRvm9tJLL+021UvEoYce6jYDM48//ngza5w3qqQ6U3U0DzgvDLIjrZA1dmUgK4191Beq3RgYGNFoDKgjqFbifiJddv/995tZY0AlA2ifeOIJt1lGgKUzWIqhTYCe29Ec0uZeqSq3H1Gr1ZxCjXISkmLlc45t5frh2PKZxH2zww47ZB7v16+f24nev+GGG/wYgyUJ5l0jjcf28rkZBcaz38x7yOclba7Tjz/+OLNtbSFPRhAEQagMeskIgiAIlaGwuiy5wHS5IleYSrBIXRKpHpiynwGbq666qtusyJdcNwaMFQ0AiyglnsNqelHwEs/PKg1Qhbos2RH9wOMcc6bx57gw8Iz0zciRI91mnqY+ffq4zdTniZoheL086y+PSi5qL5GHgqtCXRapGfOsveh4UToxK/8e1wdLOHBNsO2kl6K1xXOoXKRalGCZAAYhtkGplTHTHuZcRBVvmS+OueY4F1x7fP7wWRE9T7KodQZLtml75jU4R7169XKbz022nZQXn8tsbwSOmYIxBUEQhC6HXjKCIAhCZShMl8H245FaIUrdTUSUAV1Qumi8PgOikptKV5d2FFQV5SyKApDyVIOL6IN0nSpyl7XXjqjd7HMeaobKMFbnIwVHpVIKPGOgF2m2CFnKLLO41AKrdEYqpfYoqTLnJZqTiCqOyhwUpcWi89vLxReN99xzz515/JNPPnGbazxPzr8I0b7MS8vkQa1Wq6f5Zp+jEiXsW3Q+6a3oGUYKkvOelf+QCkEqALlmqRyLaLmopALvz+cCn7Ok3d588023mdfuo48+El0mCIIgdC30khEEQRAqQ2G6LLmJUTXMrLxVZrEyoigF0J6qLWf1w8xrE3nysdFljdQj0f3LpMuamprqye2mex/RZbSj8cwzjpxTnpM1dnmqheZBHjqGLj3VPtG6Y5mEqukyrpmIiulM8CnB3GTjxo3LvFeRe0Z0I3NnkfbLQy3nbEOplTHTHLA/0TOMVBjpeSoYI6VdpBKMKqKmtU06i+f26NHDbQZj8p6k6Pi/VPqyHADpUO4VBoxnlcUwy1+xVJ6MIAiCUBn0khEEQRAqQ1G67BMze6fdE4X20LNer89e1sU0L6WhtHnRnJQKzctPE7nmpdBLRhAEQRCKQHSZIAiCUBn0khEEQRAqg14ygiAIQmXQS0YQBEGoDHrJCIIgCJVBLxlBEAShMuglIwiCIFQGvWQEQRCEyqCXjCAIglAZ9JIRBEEQKoNeMoIgCEJl0EtGEARBqAx6yQiCIAiVQS8ZQRAEoTJ0b/+UqWBJ2ahscdFyynlKIec5p71zo3ZF5Xzbu8+0rklEpW7LLL8clfqN+p+n5HJ0PkvKRvfKQtF5jsrYRmWho3nMU675xyy/TERtm3766d1mOeOySzQXvV5Ufjk63hm0ueaEEuvJFBq4qCxzVJK96Jhm7QWuC/49Kmdd9LkZtasDz/Rc81LoJWM2ddDZoDz129lQ1jnnwPE4wY3GxZd1fS5ybla2iwvk5z//eeZ92BZekwsgqtHO62e1t2jt8zxI94n6xrZyXNgWHmefWeP7q6++cjt6EWU9dKJzaX/33XduzzzzzG6znjrXGuuQs6+sQ8566TyeVVu9inlpey/aUZtZd/2dd6bW12LfOc/RA4/zkPWA5BqP9i3bG9WPn2GGGdzm+oheonkefm1q0pdaZCyNC+8XPUh79OjhNtcn+x+9cDmmHAsia89xPLl+J0yYkNlensO2cD1Ha4Hg+iKiHzotLS255kV0mSAIglAZCnsyCXxLRjRE5EZH9Ad/zfFX1i9/+cvMc/hLIb2Fec88XhJ/nURt4Rs+D6XEXxY8P/q12FnUajXvH391sP/sQ/SLnZ4BEY0R+xldJ92X5/Lv/CXHX3CfffZZ5jn8Bcl1Ec0LbV4ny4Mqu0osabgErs9ovL/44gu3I28n8ioIjjnXRdqvkScejd+XX37pduS9RMjyHAseN9EAACAASURBVNtef5ZZZnGb818VojbR/vjjj92OfulHNFr0DOPzb9KkSW6n/n/99dd+jF78bLPN5ja9Gu5PrvFo7fN8nsP1wHUXUYZ5qVF5MoIgCEJl0EtGEARBqAxF1WXuYkYfkiIlUkRjNTQmcMtIB9DFpQua9fE2jztHlzb6aMfr0NWMwLaTpkgua9kfmGu1mvefH+lJr0TKrUiJxbGIFC509Xl+lqvNv0fCiIhW4kdg0ijRHEXUD+/L89P189A+RZDu3a9fPz82evTodv+PbeP6IaKx59xG8z+ttra184g0IiVgz5493R43bpzbXEOcK85tHlVgR1Cr1RqoowSOM9cV9xP7zDGP1jDHgmuL12xPmTfPPPO4TeqOzz62i3uFtCvXAhHt+YhSIwWbl/6XJyMIgiBUBr1kBEEQhMpQK6Ko6datWz1RIXQvI3eZduRmRZr5KO6E16HbnY7z3EgVRZUG3UiqOiLKgFQQKYtIvZZFDTQ3N1tra2tpwZhNTU31SPmSwHZTsUKVUORSs29RoBjBsZtrrrnMzOz999/3Y1HMTnQfUg3RGonUTqQVqObKokbLDsZsL0A1opAjCoXXS+NqZvbRRx+5zfXPMcminIsG5UXUSkQR5VGd5oyfeaper6+cebGCqNVqmXslD8XK5wapvWjdRnFcUf+z2sVnWETtzzfffG6/9NJLP7hG22tHsX5EtM/b0Le55kWejCAIglAZ9JIRBEEQKkMhddn/6AS3E/IEZkaBgZFrHqWzoDIjqw3zzz+/HyNVMnbs2MxrZwV0mjW6ixHlEqXHIbLUdmUH/XFeCM5FRBVFlCL7FgVmzTjjjG5zjmi/9dZbZmY2cODAzHaR2iKllv7PrFExw/kidcrr5AlI+zGCZNub5yhANqIEeb0PP/zQ7Wh8or2Y1a48+QTz5JDLkyOP8zDrrLO6/cEHH7Tb9s6iqanJ101E7UVjwQBIUmekn9lnpkbiHC244IJur7322m5fdtllZmZ28MEH+7Fbb73V7b59+7r96KOPuv3yyy+7vdBCC7lNNRr7Gn2umGmmmdwmvRrNad45kicjCIIgVAa9ZARBEITKUEhdxjTZkZqJNEukSqC7HLmppKhI7wwYMMDtJ554wu19993XzBppkznnnNNtun8vvvii21RUPfvss27zOp9//rnbkYqJbeQ16aamMZsyZUqp6jIqmaJ54XGOLRV1UcZi0mJzzDGH23Sd9957b7eff/55t/fZZx8zM3vmmWf82DLLLOM281VdcsklbpNqGDNmjNuffPKJ26QDSGWQDiAdGGWTTWMzefLk0uaFc0L6kNRKZ1LEE0XLHKS1yr9HdN1SSy3l9rvvvuv2kksu6famm27q9vjx491+7LHH3KbqifMT5RfsiIopD/gM4/0ihSyRJyceVX+ffvqp24svvrjbe+65p9t33XWX24kme/vtt/0Y6a/ZZ5+aVf+cc85xe4011nD79ttvd5sUOfck28g5ZcZvPgu4fvnM+/bbb6UuEwRBELoWeskIgiAIlaFw7rLkVkauY6TYoDsa5f1hsSbm3WHQI+kaUirLL7+8mTVSMaTFqMbh/91zzz1uR1QfFTBUQOVBewW8ykK6T6QG4j05tqRMSAXSRaZ7zbGjqoX0CWmspMLZYost/BjXAsd/8803z7zPHXfc4TaD4EjlvPbaa5aFiNbIU7Cqs0jXjXLvEVwnXG+kAdur7NkWnDcqt9K6OOqoo/wY0/iT5iK1s/3227udaFAzszfeeMPtVVdd1e2rr746s10RRZYn/1yZiOi5qIwCj3Mt8flEFdmKK67o9i233OI26eqsXItU0JIiGzp0qNvcb3xucu74zBs0aJDbp5xyitsRZRsFZndEiSlPRhAEQagMeskIgiAIlaGwuizLNc+jbiEdQOUCa2hTxbXOOuu4Pe+887INbvfu3dvtJZZYwswa1RLM6bTddtu5fdBBB7nN4E3+LxUeTFPOwERSN2wXVR1ZCp7W1tbScmT97971dJ8ooDIqUUAKgPOy+uqru83Ar+uuu85t0mtPPvmk25yXpI55/PHH/Rjnedttt3X7+OOPd3v99dd3m677xRdfnHkd9pU0HvvE9ZAVmFm2uqzt9c0a6YmFF17YbQafRuUaOFdUBXJNRnm0NtlkE7dPPPFEM2ukyKjsO++889zmWuZ8k+ahoozjSkXZYYcd5jbnhArRaQSPlqouS8+iPLnb2CaqVTm2pMVGjRrl9gsvvOD2tdde6zYVkpzfpNIbMWKEH+NzaNiwYW5vvPHGbnNsn3vuObeHDx9uWTjhhBPcPuSQQ9zm2uFngSgw/euvv5a6TBAEQeha6CUjCIIgVIZCdFlTU1M9ubpUGdBdjwIwo5TyrJ5HN/I3v/mN21R4MKiJQYJJ1cH7011feeWpXh3VVU8//bTbdOMfeeQRt+kyM5iO50e5wTgGrN5ZZjBm9+7d60mNRQqEtAsVXVG+No7dVltt5TaDVBdddFG3ORecX1KgaeyoCkw5mswa6TLOJ4PKqDpiUCeVPKQmmIOJVE6UWj+1sUwak3QZlXKRsi+PcmyttdZymxQm9xP7fuihh7p9wAEHuJ1okTxVH3l/jvGyyy7rNqkgrhvSgaRumIMrKp3RhmYujS7jM4z7l/s6j+KN7Vt33XXd5l7h3uJYs9ol12F6Fi622GJ+7Pzzz3ebQa+cZyo0IzqfVB+fbbwOKVjSYlxfbVRnossEQRCEroVeMoIgCEJlKKwuSy4g3fvItaJLSdeRLh2pG7qppMv4v3TvqCLaaaedzKyRRkiKM7PGvDx0jVdbbTW36fZTuUS3k+B1onIAWdVBJ0+ebC0tLZVUxuT9GIxHKpJzTjee9AFtBn6RduR1OF9UgB155JFmZnbzzTf7MSrH6OozqG+33XZz+8Ybb3Sb1NPDDz/sNmnCKA0+54vrNK3HMueFSsws+rBte6L069wTVEJyPpl2/swzz3SbCiTSYWmtvvfee36M1RU5D6QbSdeR2uIa4j379evn9p133un2vffe63ZUhbINSqXL0piSymYALPc+wTx77D/pRT6fSBHz/K233tptKsYOP/xwMzM7/fTT/RhzAlKBeN9997l9zDHHuH3yySe7zSBNqs423HBDt2+66Sa3OY+cC9JoXI9TpkwRXSYIgiB0LfSSEQRBECpDh4MxSadErj5psUjZQ1XSBhts4DZVX6RiSAcxN1nKXUbXjmql9dZbz226qIsssojbzLnFIDHek1QY3e0oFxZpClYVLTsYM40v5yUKjKVN1QnnkdTA/vvv7/a///1vt/fYYw+3R48e7TapqxVWWMHMGueTLnefPn3cJi1GqpO0H2kX/u9///tft0klMcCWVAbbmNDc3FzavEw33XSu+Ivo1qgCJm3uFdJuVBo9+OCDbnNPMEA27Q8zs6OPPtrMGmmTHXfc0W3mHCNdw/xwVJqRaiINud9++2Wec/3117sdPRfaoFS6LCv/YhQwSwopKufB/ZTWu5nZm2++6faQIUPcPvfcc93muKc0+lRtci2vssoqblM5yM8JpD2550ipXXjhhW4z6JLPTuZMYxvaqIdFlwmCIAhdC71kBEEQhMpQmC5LLiNdR9IykQsaqctIy9BdoyqIKg1SBgwMXHDBBc2skX7jtUnzMO08FWWsHkeKI6q0SEQpsHk8ud5lq8u6detWT2PKuYjoB1JqnK+ll17abSqZ6PZH56+99tpu0wVPfV5ppZX8GKvrkTphzrOHHnrIbbrrpCNIB1Hd98orr7hNSpPjQdoz/W/Z6rJEo0S0JZGn9AD3EClMqvlIo1166aVu/+Uvf2HbzKxxT3C9c5xYaoD55zj3vA4pmhtuuMFtzgPv1aYC5g/aaFZu7rJor0SBsdy/fObxOcQ+8H9JqfFZxYBVKgMT/Us1J3MFMrice4JKs0itx2chK3ZyH/B/qXzk5wLus0mTJokuEwRBELoWeskIgiAIlaFQZUwicunpdvIc0lh045h+nZUOqf6h2oJuH93XpFgiFUTKh8F9VMnQXaVNl5JuL5VRzKnG+5JSIzVYFVpbW91lZzuiHFSclwUWWMBt5tViJUUGrPL6pG+oBmMwZHK1mdOJqdF33313t+m6U9XD4EAG4HKOaJOOYxu5Nqk0S4FyZVdgTOs8qlzJ9pCS4Lz9/e9/d5trmDQj6RIqKpmjauTIkW4n+pPKSo7TOeec4zbnhCpP5h/jXn311VczrxkpUFkagP3OUmWWgXq97nRglLstUvrxGRbRsASfZ3xupcBxs8bg2aQS5HOLJRr4LOF653GqPLlXGXjLuYhUcrwmx1+VMQVBEISfFPSSEQRBECpDIbqsVqu5e0sXMav6o1ns/jIwi+dTdZLUYm3PofKCqqeUpydVYmx7H9I/DLp87LHHMu+TlaLfrJHW4HHSaHQvs8ajbFqmqanJ54X0BqmIKEccKTIGZnK+olILVIORVmAFx9///vdm1qg445jcddddbpMCIC3Wq1cvt6l2osInyldGyobUAPuXzplGMGCHENFkCVxLEUitcD+RUiFFxfxWLItApGqLf/7zn/3YGWec4fYOO+zgNnORHXzwwW4fe+yxbjP/HOeBtCX3YqRk455rb+w6ilqt5jRSRKtG1CXXDNvNfcY9tMYaa7hNKp5jxODJVBmWe5h7gmpKKiiZr7F///5ujxkzxm1SdwykZdAlaU/2iarfiAKdFuTJCIIgCJWhkCdTr9f97cVfw5H3QvBjP70KZgqlNpuZUPnLmB+Bf/e737md0o0wwy9/ETAGhr+G6Y1ERZP4VuevYWYE5q8i/uLhOKVfamV7MvV63cc3il+KBAicu9dff93twYMHu81MrfyA+MADD7jND5QsaJXSWTB+g2IDjieP81ctfzFRNMB1RAEJswXfdtttbkcxBEz3UyayUjCxv9H9OIdceyx2xay6p556qttMK8NYCgoCUtwZU5PQW2UWYO49eo5/+MMf3I7S9XCMo8zGPCcSp5SJ1tbWhudCAvcH937WuWaNa3KdddZxm3viiiuucJvzyL5RVLPnnnuamdlGG23kx5g6iWPFZw+9lKeeesptMg1Mu8TnE+N36GHyeRbNUV7IkxEEQRAqg14ygiAIQmUolFaGBX+y0qWYNbpW/IBGd5Hn0NWmbn/VVVd1mx/4+aGMuvXk+o8bN86PkYrjRzBmJKV+nYIAFjnjxy66kaR0eE579GFzc7O1traWmoU5K7NsJEwgfcO5Y7v5AXPbbbd1mx9w+SGSY8E+J9qNH6dJy3HcmIV54MCBbpMC4LrjB0lmWyYdSmqgTX1yR1qb3333XWnzUqvV6rAzz4k+olK8QhqQ7ede4cfbXXbZxe0BAwa4zTlMNDPpSYorlltuObevueYat0mVUphBSpLjTUonotEiep1rNG/6kjzgvBBsB6mzKKUKj5NS3H777d3mODJNEuOamGE8pQfi/Zmyh2PIWCYWh6MIg3ub4DOCnwgoAuKzgOuUaG5uVloZQRAEoWuhl4wgCIJQGQrTZVkxBRFVFKXxILVCt5OxMdSVkxZhQSVScElptOaaa/oxxmBQXUH6jXpzUhZUw/D+RBRXEcU/MJal7CzMyTWm+xvVtycVwTFceeWpnm8Up0IKkjFGF110kdtUMqUCTSeddJIfS/EAZo0KKFJ0pD0Zq/Hwww+7TfqAVBLnN4rJyMq6W2bRMmYsz5OlnMcXXnhhtxn3wrmK4rh4L6rRqBjbeeedzaxRiUalJqkdUtJUIpGSjJ4h7B/pPSpESVPxOm32UKl0WVa8GvdE9Gzj+VRuMQaM8UvsP+liZlPmHk0qwQMPPNCPUdl51llnuc29evfdd7vNdD+Mh+FeIXXOfcM5zUNpii4TBEEQuhx6yQiCIAiVoVAwZlNTk7vPDN6iaxUpGuiu0UWkS08XuWfPnm5TPXPJJZe4zbrlKd0M3b/777/fbabYIL1Aio7uIikyKqqY5oHgGERIbctzbkcRBZJRRccx4pjT7acyafz48W7TdT788MPdPvnkk92ed9553d56663NrLGYFak7UlukVJmSg22Psj1TgUYFYFambrNsqrPsVCZZNBLvwQzLzEZNlQ/nM1J0cp55fc4na8kPGjTIzMwuv/xyP0bqjGNGdRP3BO8TrWdeh4pCgtQqKWrOVUcy/0bo3r27U/GkaqmK4/ol3cp9wzFnwT6uPabA2m+//dxOdKXZ1LRLZmZHHnmkmTWOc0oB1LYtVHYy1ROfrewTFYu8JscgCgLmXunIs0uejCAIglAZ9JIRBEEQKkMhuqylpcWpDrrLpLNIJ/EcBjLR5aKiiMFeUfAg78UcVYl6oCtIdQUDw0gRkdIgpUc6kJRFRF9EwaZ0q1OQVRQU2FEwOzZVR20C2txmH1IeK7PGoDK616TLOP5PPPGE21TbbLjhhm4PGzbMzBrVgqTOmIuMc8RgXAZpMuiStAYR5VriGPB4VmbxMpBFl1GtxMBJ0l9jx451m33kuo1yakXqNeaOGz58uJk1UpXctwwQJLUT3TNCnvEkRcb2UqVFhV1n0dra6s8wPmMI0lVcS1R0ca0yzx9pY9JlnJd1113XbeYpS0XmOM9XXnml29xjpLlILQ8dOtRtBnVyTkkt87nF4Fw+R6MM83nXgzwZQRAEoTLoJSMIgiBUhsJFy5K7T6qIrnaUr4xBXXRHqehiXjIqh4YMGeI2qRZeJ9FEt99+ux9jYBJzl9F1pCtOSo9UE13mrGJXZo3UQHROGrMqaslnua5sB+eLbeIcMU8Wgx6XXnrpzGueeOKJbqdSC2aN6qh0fQagsfgVa5KzWBaDMZmbiUG1pFej3FicU7Y9az2WrfpL80y6ISp6R6qSiku2iVRoRPVEuetS/XizqWUCeG0G2a633npuc5xIIedBUYUY28v5LxO1Ws1VVFFhLq4lUk5UyJHe5DOHKjKOOQvEUSXG50waX6o2b7jhBre33HJLt/fdd1+3mTsulQswMzvvvPPc5n7m8497ns/x6BnVEapfnowgCIJQGfSSEQRBECpDIbrMbKq7T1c4CswiNUAKhcGNDMyj0iwFJpk1BqpRSUFXL7l3zHPFvGSkaxgARteVdARVL1SS0MUm6F5GqbHz1HTvLNiOSNHH9tFFZoU9qlcYYMa52GOPPdymeollEhIdQNVNUjeZNdJELLXANcVcV8yrRYqSFAeDyiIFDKmzKjD99NM77UXqJ1K+RVQUKckjjjjCbc5zVvVVs0aFHvfCs88+a2aNVWS5NhnEnEchxvHmdUiRRfnViGnkLisNra2tPkZcA5wLtjXKEUf1JcshcA2fdtppbjPomzkVST+lTwFM17/NNtu4zTEhzc99y7ZQmUhVZkSFkTLknLKN0VqbFuTJCIIgCJVBLxlBEAShMhSmyxLVQheKCgy6lFGabB5nrh26Yqz8dtRRR7lNqo3USUpDThXZCius4DbdftJfI0aMcDtymUnpRYoZ2rxO1jWroALSfXg/UkVUsXAu2DeC9M0GG2zgNgMzGfhFOpT3TeN16623+rFTTjnF7VGjRrm92mqruU2FDQNGSe+RDmSQKO/P9kbzW7baz+z/1kNSSEZUEdvDPUScffbZmedTlRnlKzv//PPdZpr4RK9w7nl/2gxgjWiuSDHH85lzjmUkSMuUHQzbHiKaj8+kKM9fRC1tttlmbpM2Zp+piuR1Uop/VtRkFc1U/desMefZAQcc4Db3AZ+FDIZmn6LyGvwswGdHR2hmeTKCIAhCZdBLRhAEQagMhStjJlea/xdV/qObFQVp8n+pkmCwE1095ivj9VOesoEDB/oxKi34fwxSYo4euuukZaLqfZG6gm2ne5mohClTplhra2uplTETdRS5s2w3A+xI85F+Wn311d0mHUP3uk+fPpnHSW+lNP100Rk8xqAyVgSkoo3qMo45z4ly5nFOo3lM63Hy5MmlVSyt1Wp1UkdZbYvSqRM8zjFcZZVV3L7sssvcJtVCWjprTLj3+vfv7zYrc7IcQYSowidBCo794Bhx/ZGurdfrpVXGnG666erpeUJ1KvvAdUKbpSi4zxgkSZUjy4swSJJ0PemtFDBJ5dpxxx3n9siRI93eaqut3Oazle3lPnzttdfcjhTAPM7PAlxHnDtVxhQEQRC6HHrJCIIgCJWhMF2WXKdIORal0c+iJ8waqSWmfef1SZH06tXLbbqDKdiI6bUZgHTddde5HeV9YgBipIYjfRG52ATd6nROc3NzqXRZU1NTPatPkdInojdJaZBS22STTdzmfHG8mBL+gQcecDtRAz169PBjnLd99tnnB+eaNQbMUiVDRG4/5yKiLqmaSveaOHFiqXRZWjcRZRfNA1Ouky656qqr3GZVS1ZJZPBeFBSc2sP1e/zxx7vNANA8VFhRcK1GirU2Y1MaXVar1epZSsxoXtr8r9vcW1yrLEtx0UUXuf3YY4+5TRr/kEMOcTuNC59h3JMXX3yx2wxijvYkqXDu54iu5B4l/RxRua2traLLBEEQhK6FXjKCIAhCZShEl5ECyEMhRaALGAUm0qVmACbB4ykYMMo7xOA13pM22x71j2413VG62GxD1jUnT578o9Nl0bhElEpShZk1Bu1R0cc8cqy2R3VMqr5IFQ3HhDmYOJ5cI7x/pMiK5oXgGHC8kv3ll19ac3NzKfNCajlqT549xBT85557rtukzm655ZbM63/wwQdus3xAymN27bXX+jGmsefxaF2XVRaB80w6kxTQpEmTSqXL0lqJqohO438zbeYIY85DquVYroK5ybie0/9yLTMwlHnRuIc5VpHilfs2CjCNngUE2ztx4kTRZYIgCELXQi8ZQRAEoTIUosu6devmwZh0belCZQUfmsWBmVGuLdIZvH577iD/noeKi4KR2C6ew37wHFIiUXXCdLy5udnq9XqpwZhpXqLqiZwXqmHYN44/XfCIrsqq+mnW2P90L14jT8BeFLTI/jFgj//LtkT/y+OJPmhpaSltXmq1mncyWm8E54QBfVw/UR+PPfZYt3v27Ok2q44ykDApLUnt5E3bntWuiDqjoikquUBMg5orjS5j4DJpo4i6jCjW6PlH1WL0WSBS5iZwLqL8alGOSKrOuI6INpSX21EAJsF1p2BMQRAEocuhl4wgCIJQGQqry7KCDiM3t6irF1XSYxujoMf0v3mC3aIcVnQXeZzt4jlRUFNEH1YVjBnNS4QoQJGIctMxYDJKd5417qQOIuokj7vOa3P8qeQhZUHaLaKkUtvKzl2WdTyi7yLlEhEFCFO5x5IL7O8iiyzidko1z4A7jlkeRBUS2b9IVUdw3/AZwTX67bffVqIuiwJNeW+usSgvI8cueraRguNxjmO6DoMiSWly7XO/cW9xLqJg+KhcCdtINSLbwDHLq/qTJyMIgiBUBr1kBEEQhMpQOHdZchPpWtH9ylPdLlJfRequ6JpZqgqqJSKKLlK3EWxLRN1ECrT2lDdlqpj+dz8PxmRbI/eaLjUpFSrAov7zOqTaosDIdH3SDvw/qmF4f14joibyKMoiSjNrjspU/TEYM1pvbD/XbUTnEhFFnSfAM10zqkoZ3TOil/IozbjO2qTxb/deZarLuFfY1jbBn5n/24bCczuar2iMoiq6WYHuvE9EOUdrivssUvox2JPn046CVqUuEwRBELoceskIgiAIlaGouuwTM3unuub8P4Oe9Xp99vZPywfNS2kobV40J6VC8/LTRK55KfSSEQRBEIQiEF0mCIIgVAa9ZARBEITKoJeMIAiCUBn0khEEQRAqg14ygiAIQmXQS0YQBEGoDHrJCIIgCJVBLxlBEAShMuglIwiCIFQGvWQEQRCEyqCXjCAIglAZ9JIRBEEQKoNeMoIgCEJl0EtGEARBqAx6yQiCIAiVIbt4fYBarabiMyWhrFryZpqXMlHWvOSZE9ZLj+rBsw59nv+tEtE9q2hLmzGYUGLRMu2V8pBrXgq9ZIhu3bq53dLSknlOns0SIc/Czbo+/48ouvh5nagfea6Z1Z4qHwpsa557Rg+3PGPOeW9vvHi9zqydqH8E75WnH+mcsucljUk0rt27T91+zc3Nbv/iF79w+9tvv3Wb14n2B6/D63MMk815iMaY155++ukz7zPddNO5/f3332e2MZrnCD//+c/dnjRpUiWVLPM8n/Ks1Qh5nmFZa6CsZxjRmR8u0+hHrnnp8Esmz4BHnYk2F8HOcMFNnjx5mtePHprRQOUZzKKLi/3rzHWKILWdY5Jn0UQLmsejFysfhpyXrH7m+dUe3TPP8Tx95QMjz4uoLLDN0dqPHsh8sH/33Xdu53lBRA+WrLWSZ2x4/5/97Gduc+7zjHc0V7zmpEmTrGrk+eGb50dQnudJ9MMhaw105hkWIc9zIbov0ZG9om8ygiAIQmXQS0YQBEGoDB2my4ryhjw/osii8+mmt3d+5P51hi4q+pEzT/+qQtSfPN84in43o9sf3StRJhyTPC53REdE1FkE/m9E+2WtnTIx++xTv41+8sknmedE7ZwyZUq750TUGf83i/6Ivq8RvHa0ViJajMc5/xF1w/XE7zzsRxnImu88+53Is/Z4Th76L41vnu++RZ9bnaHX8lx/WpAnIwiCIFQGvWQEQRCEylCYLmvP1YyQxzXPuo9ZPnontSeP20tXfNZZZ3X7ww8/zDy/KKXUFTEMWa52nrHoDF1GUDXF+U02xzyiE3/5y19mtvGbb77JPJ9t5/3Lplc6itQHUmSRWiiik/KolSLFJcdz4sSJbicai/OUZ33koVx5HbYrkm5H67VKJWYRsN1lUXjR8zL1OaI/CaoOZ5llFrc/+OCDzPPzqMXy0IdSlwmCIAg/KeglIwiCIFSGUuiyPIjcYiLPNSNaJoEBXXmijydMmJB5TtSWKAL4x0y5kRd5lFjsQ55oeoJzQfom6zo9evRwe4YZZnB7/PjxbkeR6xFIGeQJ3oxQ1bxkZRLgro4y2wAAFc5JREFUeHP8iDzKLaqVfvWrX7nNMaHN89P1i1JhVHlGlFd0zQhcN6SguHfLRh56PwuRWi8P5USQxpxjjjncTlTX/PPP78e++uort0k/si2RyjOPiraowk50mSAIgvCTgl4ygiAIQmUoTJe1l4iyM8kks+4zrevTpe7Vq5eZNbr0Ee3AXGh0TZ988snM9vKac801l9tUo9F97QplTLpnRBXlyU2Vxy2OlEc9e/Z0+80333R77733NrNGt590AZVjr732mtu//vWv3ea8kBrgvJB2yZOMMw9921mk60YUb5RkMk/gIsHzOZ5c55yrNLYcJ65ftnfRRRd1+513puZD5D5Yeuml3X7llVcy2/XGG29ktj3Ke1aW6jELWdcrmgevSNJes/j5M27cOLcPPPBAMzMbPXq0H1tjjTXcnnPOOd0eMWKE26uttprb//nPf9zmniNdyr3F40WC3s0UjCkIgiD8BKCXjCAIglAZOpy7LE99EiIKMCparIlUC927pFj6y1/+4scYgHbzzTe7Pd9887n96quvuk3KgrTDQgstlHl+pMwqGqhaBtq7T56U3pErPNNMM7lNF5x05dxzz+322LFj3Z533nnNzGy//fbzY3fffbfbpMh69+6deQ7XAueI9tdff53Z9qjswo8xL+l+EX0aKR6pviPlFKX6j+xFFlnEbVKYiXIcNGiQH+N6J4Wy3HLLub3lllu6vdFGG7n9+eefZ7aR6yAKXswTeFgViuYry6PQimhpzi9pry+++MLtRN0feuihfoz08KhRo9xedtll3X7kkUfcplo2WlOfffZZZhujYFOpywRBEISfLPSSEQRBECpDrYj705n62EVTt88888xukwqhq0n3bvDgwWZm9vzzz/sxKlroai6xxBJuDxs2zO2jjjrKbQYJ0u2MqDNSDHkCycqqJW8Wz0vRyph09UkzsT+LLbaY23TlZ5ttNrdJ06Q09zyX87nnnnu6veuuu7od0W9sL6/DtRCpZKJKlG2oxFLmhXMSBSVGFV8ZREnaYsYZZ3SbtCX3BNcnc6atvPLKbh9wwAFm1qjaI+Vy5ZVXZh5fZZVV3OZ6v+2229wm/cPjVJ2xT2xjRJfV6/Wn6vX6ypl/LIjOPMMi9RvBZ8UKK6zgNp8VpJ+5bgcMGGBmZs8995wf41r+xz/+4TbnYu2113b78ccfd5t7jmNLdRnni33iepwGcs2LPBlBEAShMuglIwiCIFSGDtNlEd1AmiUPPRGdH7mjVJex4uB2221nZmYbbLCBHzv66KPd3mKLLdx+6qmn3B45cqTbpBTuu+++zLbQfY0C6Jg/LUp3XjZdlqV84TFSMKS/omBFjjOpEdJiPM5045zTlJuJLvrbb7/tNt1+0gQff/yx2xx/Ho/UWRE1y+NZa7Ner5dKl6X7RWs8z9pn+6koYhAfacOFF17Y7bQnzMx22WUXtxNNR0qaNDMDlNmWMWPGuM0AzMsuu8zttdZay+2tt97a7R133NHtc845x+08JRpaWloqocuiZ1JEVxJ5nmHcWwRpUj5DUkAzKc/777/f7fXXX9/tJ554wm2qxaKcZu2t/bx9avO+EF0mCIIgdC30khEEQRAqQynqsjxpr6NziEgBRfopBfeZNdIEZ599tpk1UmQnnHCC28OHD3ebLirptcMOO8xtBnKS8mJadd6/aPmCquiyPBUI8wRjRmUMmCOMNqkB0miJPnnhhRf8GKkW0j5sLxU4zz77bOa1I7c/yhnV3hi0tLSUSpdl5S6LFGJ5go9pcw2nvH1mZuuuu67bBx10kNtvvfWW20suuaSZmV1//fV+jNTWvffe6/a7777rNtV/VPxR3bbDDju4/d5777nNvvI4+x1V6rSctEweVPEMy5PHjOswqliaxu6mm27yY5zPZ555xm3S06TXmLssqpgaBV3m2Stt6DXRZYIgCELXQi8ZQRAEoTL8aMGYeRClRO/bt6/bTz/9tNubb7652ymw7Pe//70fYwAUc5ptuummblOxQ0UZg8QiKiZPUGmEqoIxi1bs4/mRQovV+6hkobovcruTgikqr8AcWGeccYbbpBRSxUAzs08//TSzH1F+MLZlGioZHi9lXpqamuqpz1F6f4JrP1ICkSpmEOuDDz7oNnP0UTHG8U9qMCoFL730UrePOeYYt6+99lq3b7/9drepEOT8kBY7+eSTLQtUd5K6mUYQc5cFYxalwaMAW655rmEGHafPAuuss07mNfbaay+3N9tsM7e5xqNA10hFSkTPjmk8z0SXCYIgCF0LvWQEQRCEylAKXdbZVNBZ1yFIJay44opu0wU9/fTTzaxRicbcSS+++KLbhxxyiNtU1TDXGdOXE3lSgrdXVbLMoL//XTczGLMziIJho1T7nCMG5O20005m1phqnP/HPFkbbrih26RaOC8MMCOKVjDMSs9etrosjWEeNV8eipX0Vv/+/d0mzUs10oknnuj2EUcc4XaaK1LPpLwYcMxqmI8++qjbDPokLX3xxRe7zXxlzJFFhWCeEgDNzc2VB2MSnXmGtbmX21kUspnZxhtv7HbKnUga+pZbbnGbeeS22WYbt6noI12ZJ/9Y0TFoU45FdJkgCILQtdBLRhAEQagMHa6MSRR1L6MKmFGFuX79+rlNpdno0aPd3mOPPcysMQBzwQUXdLtPnz5ukwKgu/jll19mtiVC0WDTrIDJspCumYc2i8aZ/0tVExUzVKYssMACblP5xIDVRKUwYLBHjx5u77777m7fcccdbtPtn0Za/nbPidbaj1EZM90vT8mFKFiPgasvvfSS21R3/fWvf3WbVMt1113n9mOPPeb2+++/b2aNyiYqCDfZZBO3qfjiPjz22GPdJi3GXFscewYdEqROo0qSVaHoPsxDLUVlNLjmt9pqK7dZGTbNIyuQct8stdRSbjNINo9yLEKeZ5gqYwqCIAg/WeglIwiCIFSGwnRZGZRPpKShW0bKhaoWVmake5dyl5G2iQL6qGhiyuzI1S1KneWhd8pGcpmj++VpX0QHcL6YBp0qpJVWWsltqsFSXqtFF130B8fMzD766CO3P/zww8zjRJ62R7TYjz0vWeoyImonx5UKMOaKm2+++dym6ow0GksnkPa68MILzczszDPP9GMMVr766qvdpkLpiiuucJtlBM4991y3mZuN9DPVhWxLRJdXiTQveRR9RJ72cR5Z3oL7hnnHqGJNikpSl8zhR5qfc8HyFxH9XdYnjY7QzPJkBEEQhMpQ2JPJ+sBc1i9Enh9lOOaHTX7w3H///c3M7PLLL/djfBvzVxV/4RGd+djY3sf+aZ1TBtKvjTxxGNEc5cleHKU/YbqZ7bff3u2HH37YzBp/+TI2gp4k65Oz7VHhNyISM0SZffMINTqL1Ic8H2Yjr4y/gBkbw5gJpg9J6ZXMGmMsTjvtNLdT7fkUw2TWOK+77bab2xTP8Bf4eeed5/brr7/uNj/wR6mGKCrJkx24bGR5MHkyEBe9NsUr9E750f4f//iH23/729/MrDHFD0FPhiIQYhqpeTKRJ1ZLH/4FQRCEnyz0khEEQRAqw49WtCyPy8Xr9O7d221+QGNKBqaQ+ec//2lmjW5vVEhrnnnmyTxelja/PSqxyrQyEW2UZ14iWowfnJkhloWwZp11Vrf5kT/RKqQO+HGY8Ruk1Oj2086TVoaIPlRWPS/RnHCNR/uG4hXSTxwHFttbfPHF3ebYs5gVqeWVV145tdGPzTXXXG5zHh544AG3uZ5Iy51zzjmZ7WV8VbTPoszrbbIzV56FuWgMTHScfWaGcY4L0/CkAnJmUzNocxw45hTGcM55f+6PKtLjECpaJgiCIHQ59JIRBEEQKkMpaWVyFukqdB1mTeb/TpgwwW1qyBN1wzgauuhnnXWW20ldY9ZIBxRFHlVdFlXyY8UD5KH/IkqN/0tlDGkSKp+Y8ZqUZpoD0jFUydxzzz1uk2r45ptv3I4KfeWhyPKoZ9IYRPfpKJjdOSFS8/E4qRXSH4wdY3EyjjfjLqgSo+LvsMMOMzOza665xo8NGzbM7VVWWcVtZtQmjUYlIJVgEf1FVWhUEDAq1vZjoGgsXHSclOaoUaPc5lhQiUlaMClgST1HcUpMCTR27Nh225gHRdM35YU8GUEQBKEy6CUjCIIgVIZCdFmtVnN3OKqXTgqlaGAQ/5dUAlNSMBMsM/juu+++02wL3XWqOzrjXhYNwCyaxiIvarWaU02ktvIEH3Ie2W4q95ieh+lMqGRiLXhmi11zzTXNrJFSYeqTu+++2+2oIFo0bnmyeUfnR2PwY2LZZZd1m2uSYx9RMUw9QvqFSkzSKzfccIPbO+64o5mZ3XnnnX7spJNOcpv0G+eHqZmoOGTgNGkh7lumCWKfIgUaabcy9w33ShTkWzSrcZRBmwpZKv2YwXqXXXb5wfnsL23Sb6STi+6DPCgzBZM8GUEQBKEy6CUjCIIgVIZCdFm9Xnfag+4UXecoWI6uM91iKsRYB5xUF91OXmfPPfd0+9NPPzWzxuJADPSje5nOLRNRzjC62x3N/toe6vW6u/68N2kPji0R0RIcZ6qdeB1SNszCvOKKK7qdcmxRXcY8WlRMkY4hhUWqLU9AXEQTktYg9VTVvGQVLeO6fv75593mHjr66KPdPu6449xmECvHitfnOue9DjzwQLfvu+8+M2tUlL333ntuc90wj9a4cePc5j7nXHE9kUaLqEquLZ5DGq3MPGbRXiE9G9GnkXKuZ8+ebnOMxo8f7zaLKVIhy6DKFLDMvp9++uluM9s21bdEZyiyKFA4z/6b5nU73CJBEARBaAd6yQiCIAiVoXDusiLUQh6lGWkZUgZ0R1O6eLNGl5WpxxPtQsUZ1TWLLLKI2wwGK6qA6ww4dmXnLsual8i1jQobccwZEEaahq481S4MCGNuuBQke8kll/ix1Vdf3e1bb73Vbc5LqkNv1qgCypMqP6IA2yu+VFXusjxlMTjeUVAsaQvOA8E9R3uJJZZw+/DDDzezxv2zzDLLuD148GC3Sb/961//cpsKOM5P1FdSUFFafe5/9nXKlCml5i4r8gzLk5eRgZGkv0gXJorSrHEsspSEe+yxhx9jYTkGkVNFygDczhQny6Mia7N+lbtMEARB6FroJSMIgiBUhsK5y7IUM5FrFalC6KZTrUQX8Morr3SbrnwKJDOz/6+9c1epLInC8PK8w2Bkz0t0pg2diAaiKIKCiZ0oiAbiG3TSnQgmYiAYGWooBgYmBp2oD2A0iImDqZnayVT1p9TyrH3OLhXm/6JFuS+1d9U+Rf2uiy0sLGQ7BfhtbW3lNgY9UX7ph36qxNUKxjT70xdv+xupkslAMi/FPCXIFGhp9rwEwNevX7OdqpAyiPP4+Djbl5eX2ab3jBdU6nmO0TuIElMk11KNXHKdTidLwfTEKnkbvjyG7UwXf3Jykm2OIceNJRVmZ2eL7RcXF2Zmtra2ltsouXB8GETJfnFORIKPPe8tHs8xb6vsRokmv2He3KNX5O3tbbZZgZf53YaGhrLN3yhKxylgNuWWMzObmZnJNseCUmjT+et5yfWTv+01tJMRQghRDS0yQgghqtFYLiulL49IEjyGXhfcRjIXVqp0aWb269evbNPb5cePH9n+/v27mT0PChwbG8t2Uy8KD0+uoTTgtdck3TNSdTDiAcRcb5Q9NzY2ss308fTe49glyYhyDT2jKJFF3ps319h3L2W899yJNmUzBv1FPHU4VmxnQDElKuYU47uldHZ6epptfhcjIyNmZnZ2dlb8O+VsSliszOg9k/cc9MBi4CfHqqZERrpVLI2MFz3qGADOQFbKkSyrwOPX19ezvby8bGZmX758yW0TExPZZpkN9rcpnmQb+U2XXCaEEOJDoUVGCCFENRoHY5a2UU1lDs8riFtNSgP0LtvZ2ck2pbOU6p+VFrntn56ezvbh4WGxj23hBZu9kOlaDcbkPdGebS8YLiIZDA4OZpvyCRkeHs42PV/SFn9lZSW3bW9vZ5tyACUFeulE8ihFKmBGPJzaDMZM/fb6yf54pQfYfnBwkG3KLN++fcs25zmrxFLGSp6WlNY+f/4TUzc3N5ftzc3NbHtzOSJFUyKl1MS5yPfBcX54eKgejOn9hnmykfeNeyUYGHTOiqVXV1fZPj8/N7Pn75zVSDnO9L5tKslHfq+DHmgKxhRCCPG+aJERQghRjcbeZSV5rWk1Nm5BuY3e398v2sxpxC31p0+fsj01NWVmf3JlmT2v0EiJrJ+ASo9IsGNNSgFm3rY/0j9KXvSGoZRDm8F8lNfSufQoYvXG3d3dbFOC4P298hGRtP8R76WSt1EbdPNiovTIMeE3wXe5urqabUonDPqbnJzMNseH109SJAOUR0dHs8308p60Gqn46nljeTIh30fEY7VXSv2NSE7eM1Namp+fz/bR0VG26VFLLz3apfNYUZOlGUjTf1dE5MCmQZqvoZ2MEEKIamiREUIIUY3G3mVt3JTyl+eZsri4yPtmm7mufv78me2lpSUzM7u+vs5tXn6ht5KwXqNt77JSWnlvW9zUY8aTn+idxO01vfqSTEDphnIJvcgiW/1INcymki3Pa2tcOp3OU0rj7slAlAQpJ/EdUxJmsDIDlBlUSamNufv29vayPT4+bmbPSyuwPAOv5wW5eu/bmyuRnGZsZwr8+/v7Vr3L+jg32yVvTjM/pxwlNc4HBqOn/IueVx4lt0gfI4HjfSLvMiGEEO+LFhkhhBDV6DkYM7IVi3hxeQFY3I5yy8jjuX1MffAC2d6SbvJOm7LMf9d9KuWU4xad74VEciB5YxoJbkx9iIxLRBYj3hyMBGaW7ttmxdKmlTE5x720/141SgZS3t3dZZtyzc3NTbbTO+E1GPwc+W68b57nUg705l+kjMPj4+O7BWO+OLdru/eteF56pT68h3dqFFXGFEII8aHQIiOEEKIaPQdjRiSJyFbP20bzmpQP7u/vs12SGLgtrZE63JP3CPvwVvJdKRjTe7cRGdPb3hPv2Xj99I48WS4ii3keS5H0/iQiH7ZJ6b15waGc456Xn1eNkgHIvA7PZe6sdB3PQyriiRjJx8b7R2SktxgTs2a/YaXzeqFbIDCP6adypXdtT8bknCLeMUr1L4QQ4kOhRUYIIUQ1GstlvXpmeEQC6rwtWimnVY1cZIQSmffcb1Xhj9BDKuHJLpHx8mSspp4vqQ8Rj7Kmuda8Y5qOSw0Zc2BgIHuDedU5KUl40mvEi4t547zvpiRFec/teT9534RXiiHiaRa5ftt0+1a8CpGROUwi86qNXJCRa5ck7JftPN6bj72gnYwQQohqaJERQghRjabBmP+a2T/1uvO/4e+np6e/2rqYxqU1WhsXjUmraFw+JqFxabTICCGEEE2QXCaEEKIaWmSEEEJUQ4uMEEKIamiREUIIUQ0tMkIIIaqhRUYIIUQ1tMgIIYSohhYZIYQQ1dAiI4QQohq/AYbfNTuJQdyoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 60 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 70 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 80 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 90 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 100 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 110 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 120 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 130 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 140 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 150 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 160 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 170 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 180 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 190 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 200 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 210 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 220 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 230 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 240 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 250 Samples : \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(0, n_epochs, 10):\n",
    "    print('Epoch {} Samples : '.format(i))\n",
    "    plt.show(view_samples(i, samples))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
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